Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	5000
Missing cells	50471
Missing cells (%)	24.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	370.4 B

Variable types

Categorical	22
Numeric	17
Boolean	3

Alerts

`restaurant_link` has a high cardinality: 5000 distinct values	High cardinality
`restaurant_name` has a high cardinality: 4864 distinct values	High cardinality
`original_location` has a high cardinality: 3157 distinct values	High cardinality
`region` has a high cardinality: 218 distinct values	High cardinality
`province` has a high cardinality: 536 distinct values	High cardinality
`city` has a high cardinality: 2004 distinct values	High cardinality
`address` has a high cardinality: 4999 distinct values	High cardinality
`awards` has a high cardinality: 176 distinct values	High cardinality
`popularity_detailed` has a high cardinality: 4585 distinct values	High cardinality
`popularity_generic` has a high cardinality: 4574 distinct values	High cardinality
`top_tags` has a high cardinality: 1657 distinct values	High cardinality
`price_range` has a high cardinality: 493 distinct values	High cardinality
`meals` has a high cardinality: 153 distinct values	High cardinality
`cuisines` has a high cardinality: 1566 distinct values	High cardinality
`features` has a high cardinality: 637 distinct values	High cardinality
`original_open_hours` has a high cardinality: 2264 distinct values	High cardinality
`keywords` has a high cardinality: 451 distinct values	High cardinality
`latitude` is highly overall correlated with `country`	High correlation
`longitude` is highly overall correlated with `country`	High correlation
`open_days_per_week` is highly overall correlated with `open_hours_per_week`	High correlation
`open_hours_per_week` is highly overall correlated with `open_days_per_week`	High correlation
`avg_rating` is highly overall correlated with `food` and 3 other fields	High correlation
`total_reviews_count` is highly overall correlated with `reviews_count_in_default_language` and 3 other fields	High correlation
`reviews_count_in_default_language` is highly overall correlated with `total_reviews_count` and 5 other fields	High correlation
`excellent` is highly overall correlated with `total_reviews_count` and 5 other fields	High correlation
`very_good` is highly overall correlated with `total_reviews_count` and 5 other fields	High correlation
`average` is highly overall correlated with `total_reviews_count` and 5 other fields	High correlation
`poor` is highly overall correlated with `reviews_count_in_default_language` and 4 other fields	High correlation
`terrible` is highly overall correlated with `reviews_count_in_default_language` and 4 other fields	High correlation
`food` is highly overall correlated with `avg_rating` and 3 other fields	High correlation
`service` is highly overall correlated with `avg_rating` and 3 other fields	High correlation
`value` is highly overall correlated with `avg_rating` and 3 other fields	High correlation
`atmosphere` is highly overall correlated with `avg_rating` and 3 other fields	High correlation
`country` is highly overall correlated with `latitude` and 1 other fields	High correlation
`special_diets` is highly overall correlated with `vegetarian_friendly` and 2 other fields	High correlation
`vegetarian_friendly` is highly overall correlated with `special_diets` and 1 other fields	High correlation
`vegan_options` is highly overall correlated with `special_diets` and 2 other fields	High correlation
`gluten_free` is highly overall correlated with `special_diets` and 1 other fields	High correlation
`special_diets` is highly imbalanced (51.5%)	Imbalance
`region` has 227 (4.5%) missing values	Missing
`province` has 1546 (30.9%) missing values	Missing
`city` has 1871 (37.4%) missing values	Missing
`latitude` has 69 (1.4%) missing values	Missing
`longitude` has 69 (1.4%) missing values	Missing
`awards` has 3774 (75.5%) missing values	Missing
`popularity_detailed` has 415 (8.3%) missing values	Missing
`popularity_generic` has 426 (8.5%) missing values	Missing
`top_tags` has 460 (9.2%) missing values	Missing
`price_level` has 1211 (24.2%) missing values	Missing
`price_range` has 3592 (71.8%) missing values	Missing
`meals` has 1989 (39.8%) missing values	Missing
`cuisines` has 761 (15.2%) missing values	Missing
`special_diets` has 3367 (67.3%) missing values	Missing
`features` has 3527 (70.5%) missing values	Missing
`original_open_hours` has 2222 (44.4%) missing values	Missing
`open_days_per_week` has 2222 (44.4%) missing values	Missing
`open_hours_per_week` has 2222 (44.4%) missing values	Missing
`working_shifts_per_week` has 2222 (44.4%) missing values	Missing
`avg_rating` has 419 (8.4%) missing values	Missing
`total_reviews_count` has 234 (4.7%) missing values	Missing
`default_language` has 416 (8.3%) missing values	Missing
`reviews_count_in_default_language` has 416 (8.3%) missing values	Missing
`excellent` has 416 (8.3%) missing values	Missing
`very_good` has 416 (8.3%) missing values	Missing
`average` has 416 (8.3%) missing values	Missing
`poor` has 416 (8.3%) missing values	Missing
`terrible` has 416 (8.3%) missing values	Missing
`food` has 2130 (42.6%) missing values	Missing
`service` has 2101 (42.0%) missing values	Missing
`value` has 2115 (42.3%) missing values	Missing
`atmosphere` has 3812 (76.2%) missing values	Missing
`keywords` has 4549 (91.0%) missing values	Missing
`restaurant_link` is uniformly distributed	Uniform
`restaurant_name` is uniformly distributed	Uniform
`address` is uniformly distributed	Uniform
`popularity_detailed` is uniformly distributed	Uniform
`popularity_generic` is uniformly distributed	Uniform
`keywords` is uniformly distributed	Uniform
`restaurant_link` has unique values	Unique
`total_reviews_count` has 185 (3.7%) zeros	Zeros
`excellent` has 682 (13.6%) zeros	Zeros
`very_good` has 1231 (24.6%) zeros	Zeros
`average` has 2249 (45.0%) zeros	Zeros
`poor` has 2873 (57.5%) zeros	Zeros
`terrible` has 2632 (52.6%) zeros	Zeros

Reproduction

Analysis started	2023-01-27 07:27:14.561816
Analysis finished	2023-01-27 07:27:48.993694
Duration	34.43 seconds
Software version	pandas-profiling vv3.6.3
Download configuration	config.json

restaurant_link
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

g186402-d20259720	1
g17457838-d17453748	1
g187472-d2077530	1
g504140-d3175652	1
g187253-d2627923	1
Other values (4995)	4995

Length

Max length	19
Median length	18
Mean length	16.7382
Min length	15

Characters and Unicode

Total characters	83691
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5000 ?
Unique (%)	100.0%

Sample

1st row	g186402-d20259720
2nd row	g790189-d10396421
3rd row	g3236223-d23258847
4th row	g13091931-d13089780
5th row	g3793652-d14039519

Common Values

Value	Count	Frequency (%)
g186402-d20259720	1	< 0.1%
g17457838-d17453748	1	< 0.1%
g187472-d2077530	1	< 0.1%
g504140-d3175652	1	< 0.1%
g187253-d2627923	1	< 0.1%
g503717-d11805592	1	< 0.1%
g673469-d19321753	1	< 0.1%
g186220-d6765646	1	< 0.1%
g186338-d15705904	1	< 0.1%
g187448-d9847699	1	< 0.1%
Other values (4990)	4990	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
g186402-d20259720	1	< 0.1%
g186400-d12519595	1	< 0.1%
g3793652-d14039519	1	< 0.1%
g186356-d13526221	1	< 0.1%
g187111-d3423656	1	< 0.1%
g4922900-d9803410	1	< 0.1%
g187342-d17295079	1	< 0.1%
g503747-d4097586	1	< 0.1%
g1080461-d5821803	1	< 0.1%
g635839-d11949331	1	< 0.1%
Other values (4990)	4990	99.8%

Most occurring characters

Value	Count	Frequency (%)
1	10864	13.0%
8	7680	9.2%
7	7183	8.6%
2	6710	8.0%
4	6316	7.5%
6	6196	7.4%
3	6060	7.2%
0	5922	7.1%
9	5913	7.1%
5	5847	7.0%
Other values (3)	15000	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	68691	82.1%
Lowercase Letter	10000	11.9%
Dash Punctuation	5000	6.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10864	15.8%
8	7680	11.2%
7	7183	10.5%
2	6710	9.8%
4	6316	9.2%
6	6196	9.0%
3	6060	8.8%
0	5922	8.6%
9	5913	8.6%
5	5847	8.5%

Lowercase Letter

Value	Count	Frequency (%)
g	5000	50.0%
d	5000	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	73691	88.1%
Latin	10000	11.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10864	14.7%
8	7680	10.4%
7	7183	9.7%
2	6710	9.1%
4	6316	8.6%
6	6196	8.4%
3	6060	8.2%
0	5922	8.0%
9	5913	8.0%
5	5847	7.9%

Latin

Value	Count	Frequency (%)
g	5000	50.0%
d	5000	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	83691	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10864	13.0%
8	7680	9.2%
7	7183	8.6%
2	6710	8.0%
4	6316	7.5%
6	6196	7.4%
3	6060	7.2%
0	5922	7.1%
9	5913	7.1%
5	5847	7.0%
Other values (3)	15000	17.9%

restaurant_name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	4864
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

McDonald's	22
Subway	21
Burger King	13
Domino's Pizza	10
KFC	7
Other values (4859)	4927

Length

Max length	66
Median length	46
Mean length	16.3264
Min length	2

Characters and Unicode

Total characters	81632
Distinct characters	166
Distinct categories	15 ?
Distinct scripts	5 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4812 ?
Unique (%)	96.2%

Sample

1st row	The Coffee Bar
2nd row	El Griego
3rd row	Restaurant Karavovrisi
4th row	Aroma Cafe-Bar
5th row	Vanity caffè

Common Values

Value	Count	Frequency (%)
McDonald's	22	0.4%
Subway	21	0.4%
Burger King	13	0.3%
Domino's Pizza	10	0.2%
KFC	7	0.1%
Starbucks	5	0.1%
O'Tacos	4	0.1%
L'Annexe	4	0.1%
Costa Coffee	4	0.1%
Papa John's	4	0.1%
Other values (4854)	4906	98.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
la	388	3.0%
restaurant	340	2.6%
	283	2.2%
bar	283	2.2%
the	217	1.7%
cafe	202	1.6%
le	190	1.5%
de	150	1.2%
pizzeria	145	1.1%
ristorante	130	1.0%
Other values (6160)	10606	82.0%

Most occurring characters

Value	Count	Frequency (%)
a	8994	11.0%
	7947	9.7%
e	7461	9.1%
r	5231	6.4%
i	5005	6.1%
o	4453	5.5%
t	4211	5.2%
n	4157	5.1%
s	3507	4.3%
l	2982	3.7%
Other values (156)	27684	33.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	59991	73.5%
Uppercase Letter	12512	15.3%
Space Separator	7947	9.7%
Other Punctuation	692	0.8%
Decimal Number	265	0.3%
Dash Punctuation	189	0.2%
Final Punctuation	15	< 0.1%
Modifier Symbol	5	< 0.1%
Open Punctuation	3	< 0.1%
Close Punctuation	3	< 0.1%
Other values (5)	10	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	8994	15.0%
e	7461	12.4%
r	5231	8.7%
i	5005	8.3%
o	4453	7.4%
t	4211	7.0%
n	4157	6.9%
s	3507	5.8%
l	2982	5.0%
u	2360	3.9%
Other values (75)	11630	19.4%

Uppercase Letter

Value	Count	Frequency (%)
C	1252	10.0%
B	1104	8.8%
R	1031	8.2%
L	1023	8.2%
P	991	7.9%
S	789	6.3%
T	782	6.2%
A	743	5.9%
M	671	5.4%
D	567	4.5%
Other values (32)	3559	28.4%

Other Punctuation

Value	Count	Frequency (%)
'	384	55.5%
&	196	28.3%
.	53	7.7%
,	21	3.0%
"	14	2.0%
/	7	1.0%
!	6	0.9%
@	4	0.6%
#	2	0.3%
:	2	0.3%
Other values (3)	3	0.4%

Decimal Number

Value	Count	Frequency (%)
1	54	20.4%
2	51	19.2%
0	32	12.1%
7	25	9.4%
3	24	9.1%
6	18	6.8%
4	18	6.8%
5	16	6.0%
9	15	5.7%
8	12	4.5%

Final Punctuation

Value	Count	Frequency (%)
’	14	93.3%
”	1	6.7%

Modifier Symbol

Value	Count	Frequency (%)
`	4	80.0%
´	1	20.0%

Math Symbol

Value	Count	Frequency (%)
~	2	66.7%
+	1	33.3%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	66.7%
“	1	33.3%

Other Symbol

Value	Count	Frequency (%)
°	1	50.0%
®	1	50.0%

Space Separator

Value	Count	Frequency (%)
	7947	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	189	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3	100.0%

Nonspacing Mark

Value	Count	Frequency (%)
́	1	100.0%

Currency Symbol

Value	Count	Frequency (%)
€	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	72452	88.8%
Common	9128	11.2%
Greek	32	< 0.1%
Cyrillic	19	< 0.1%
Inherited	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	8994	12.4%
e	7461	10.3%
r	5231	7.2%
i	5005	6.9%
o	4453	6.1%
t	4211	5.8%
n	4157	5.7%
s	3507	4.8%
l	2982	4.1%
u	2360	3.3%
Other values (87)	24091	33.3%

Common

Value	Count	Frequency (%)
	7947	87.1%
'	384	4.2%
&	196	2.1%
-	189	2.1%
1	54	0.6%
.	53	0.6%
2	51	0.6%
0	32	0.4%
7	25	0.3%
3	24	0.3%
Other values (28)	173	1.9%

Greek

Value	Count	Frequency (%)
α	6	18.8%
ι	3	9.4%
τ	2	6.2%
ς	2	6.2%
ε	2	6.2%
ω	2	6.2%
ν	2	6.2%
ο	2	6.2%
χ	1	3.1%
Β	1	3.1%
Other values (9)	9	28.1%

Cyrillic

Value	Count	Frequency (%)
а	3	15.8%
т	3	15.8%
е	2	10.5%
н	2	10.5%
с	2	10.5%
р	2	10.5%
и	1	5.3%
Н	1	5.3%
Р	1	5.3%
о	1	5.3%

Inherited

Value	Count	Frequency (%)
́	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	81243	99.5%
None	350	0.4%
Cyrillic	19	< 0.1%
Punctuation	18	< 0.1%
Diacriticals	1	< 0.1%
Currency Symbols	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	8994	11.1%
	7947	9.8%
e	7461	9.2%
r	5231	6.4%
i	5005	6.2%
o	4453	5.5%
t	4211	5.2%
n	4157	5.1%
s	3507	4.3%
l	2982	3.7%
Other values (71)	27295	33.6%

None

Value	Count	Frequency (%)
é	87	24.9%
í	36	10.3%
è	24	6.9%
ü	20	5.7%
ö	20	5.7%
ó	18	5.1%
á	16	4.6%
ä	12	3.4%
ñ	9	2.6%
à	8	2.3%
Other values (58)	100	28.6%

Punctuation

Value	Count	Frequency (%)
’	14	77.8%
‘	2	11.1%
“	1	5.6%
”	1	5.6%

Cyrillic

Value	Count	Frequency (%)
а	3	15.8%
т	3	15.8%
е	2	10.5%
н	2	10.5%
с	2	10.5%
р	2	10.5%
и	1	5.3%
Н	1	5.3%
Р	1	5.3%
о	1	5.3%

Diacriticals

Value	Count	Frequency (%)
́	1	100.0%

Currency Symbols

Value	Count	Frequency (%)
€	1	100.0%

original_location
Categorical

Distinct	3157
Distinct (%)	63.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

["Europe", "United Kingdom (UK)", "England", "London"]	91
["Europe", "France", "Ile-de-France", "Paris"]	69
["Europe", "Spain", "Community of Madrid", "Madrid"]	55
["Europe", "Italy", "Lazio", "Rome"]	52
["Europe", "Czech Republic", "Bohemia", "Prague"]	41
Other values (3152)	4692

Length

Max length	140
Median length	104
Mean length	66.7376
Min length	28

Characters and Unicode

Total characters	333688
Distinct characters	64
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2541 ?
Unique (%)	50.8%

Sample

1st row	["Europe", "United Kingdom (UK)", "England", "West Midlands", "Birmingham"]
2nd row	["Europe", "Spain", "Valencian Country", "Province of Alicante", "Costa Blanca", "L'Alfas del Pi", "El Albir"]
3rd row	["Europe", "Greece", "Crete", "Heraklion Prefecture", "Kaloi Limenes"]
4th row	["Europe", "Greece", "Central Macedonia", "Thessaloniki Region", "Nea Madytos"]
5th row	["Europe", "Italy", "Sicily", "Province of Enna", "Valguarnera Caropepe"]

Common Values

Value	Count	Frequency (%)
["Europe", "United Kingdom (UK)", "England", "London"]	91	1.8%
["Europe", "France", "Ile-de-France", "Paris"]	69	1.4%
["Europe", "Spain", "Community of Madrid", "Madrid"]	55	1.1%
["Europe", "Italy", "Lazio", "Rome"]	52	1.0%
["Europe", "Czech Republic", "Bohemia", "Prague"]	41	0.8%
["Europe", "Italy", "Lombardy", "Milan"]	40	0.8%
["Europe", "Spain", "Catalonia", "Province of Barcelona", "Barcelona"]	37	0.7%
["Europe", "Germany", "Berlin"]	28	0.6%
["Europe", "Austria", "Vienna Region", "Vienna"]	26	0.5%
["Europe", "Italy", "Campania", "Province of Naples", "Naples"]	22	0.4%
Other values (3147)	4539	90.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
europe	5000	14.7%
province	1820	5.3%
of	1566	4.6%
italy	1038	3.0%
kingdom	774	2.3%
uk	774	2.3%
united	774	2.3%
france	756	2.2%
spain	708	2.1%
england	647	1.9%
Other values (4155)	20202	59.3%

Most occurring characters

Value	Count	Frequency (%)
"	48514	14.5%
	29059	8.7%
e	23742	7.1%
a	19804	5.9%
,	19257	5.8%
r	18556	5.6%
o	18441	5.5%
n	17517	5.2%
i	13667	4.1%
u	9577	2.9%
Other values (54)	115554	34.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	188375	56.5%
Other Punctuation	68022	20.4%
Uppercase Letter	34423	10.3%
Space Separator	29059	8.7%
Close Punctuation	5780	1.7%
Open Punctuation	5780	1.7%
Dash Punctuation	2245	0.7%
Decimal Number	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	23742	12.6%
a	19804	10.5%
r	18556	9.9%
o	18441	9.8%
n	17517	9.3%
i	13667	7.3%
u	9577	5.1%
l	9397	5.0%
t	8793	4.7%
d	6931	3.7%
Other values (16)	41950	22.3%

Uppercase Letter

Value	Count	Frequency (%)
E	6058	17.6%
P	3493	10.1%
C	2433	7.1%
S	2392	6.9%
A	1869	5.4%
K	1762	5.1%
U	1722	5.0%
I	1568	4.6%
B	1545	4.5%
F	1530	4.4%
Other values (16)	10051	29.2%

Other Punctuation

Value	Count	Frequency (%)
"	48514	71.3%
,	19257	28.3%
'	247	0.4%
.	4	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
]	5000	86.5%
)	780	13.5%

Open Punctuation

Value	Count	Frequency (%)
[	5000	86.5%
(	780	13.5%

Decimal Number

Value	Count	Frequency (%)
0	3	75.0%
2	1	25.0%

Space Separator

Value	Count	Frequency (%)
	29059	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2245	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	222798	66.8%
Common	110890	33.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	23742	10.7%
a	19804	8.9%
r	18556	8.3%
o	18441	8.3%
n	17517	7.9%
i	13667	6.1%
u	9577	4.3%
l	9397	4.2%
t	8793	3.9%
d	6931	3.1%
Other values (42)	76373	34.3%

Common

Value	Count	Frequency (%)
"	48514	43.7%
	29059	26.2%
,	19257	17.4%
]	5000	4.5%
[	5000	4.5%
-	2245	2.0%
(	780	0.7%
)	780	0.7%
'	247	0.2%
.	4	< 0.1%
Other values (2)	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	333688	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
"	48514	14.5%
	29059	8.7%
e	23742	7.1%
a	19804	5.9%
,	19257	5.8%
r	18556	5.6%
o	18441	5.5%
n	17517	5.2%
i	13667	4.1%
u	9577	2.9%
Other values (54)	115554	34.6%

country
Categorical

Distinct	24
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Italy	1038
France	756
Spain	708
England	647
Germany	506
Other values (19)	1345

Length

Max length	16
Median length	15
Mean length	6.4804
Min length	5

Characters and Unicode

Total characters	32402
Distinct characters	38
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	England
2nd row	Spain
3rd row	Greece
4th row	Greece
5th row	Italy

Common Values

Value	Count	Frequency (%)
Italy	1038	20.8%
France	756	15.1%
Spain	708	14.2%
England	647	12.9%
Germany	506	10.1%
The Netherlands	145	2.9%
Greece	144	2.9%
Belgium	138	2.8%
Poland	129	2.6%
Portugal	126	2.5%
Other values (14)	663	13.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
italy	1038	19.8%
france	756	14.4%
spain	708	13.5%
england	647	12.3%
germany	506	9.7%
the	145	2.8%
netherlands	145	2.8%
greece	144	2.7%
belgium	138	2.6%
poland	129	2.5%
Other values (16)	884	16.9%

Most occurring characters

Value	Count	Frequency (%)
a	4659	14.4%
n	3957	12.2%
e	2766	8.5%
l	2568	7.9%
r	2015	6.2%
y	1576	4.9%
t	1524	4.7%
d	1182	3.6%
i	1162	3.6%
c	1132	3.5%
Other values (28)	9861	30.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	26922	83.1%
Uppercase Letter	5240	16.2%
Space Separator	240	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	4659	17.3%
n	3957	14.7%
e	2766	10.3%
l	2568	9.5%
r	2015	7.5%
y	1576	5.9%
t	1524	5.7%
d	1182	4.4%
i	1162	4.3%
c	1132	4.2%
Other values (12)	4381	16.3%

Uppercase Letter

Value	Count	Frequency (%)
I	1116	21.3%
S	871	16.6%
F	791	15.1%
G	650	12.4%
E	647	12.3%
P	255	4.9%
B	161	3.1%
N	159	3.0%
T	145	2.8%
C	112	2.1%
Other values (5)	333	6.4%

Space Separator

Value	Count	Frequency (%)
	240	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32162	99.3%
Common	240	0.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	4659	14.5%
n	3957	12.3%
e	2766	8.6%
l	2568	8.0%
r	2015	6.3%
y	1576	4.9%
t	1524	4.7%
d	1182	3.7%
i	1162	3.6%
c	1132	3.5%
Other values (27)	9621	29.9%

Common

Value	Count	Frequency (%)
	240	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32402	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	4659	14.4%
n	3957	12.2%
e	2766	8.5%
l	2568	7.9%
r	2015	6.2%
y	1576	4.9%
t	1524	4.7%
d	1182	3.6%
i	1162	3.6%
c	1132	3.5%
Other values (28)	9861	30.4%

region
Categorical

HIGH CARDINALITY MISSING

Distinct	218
Distinct (%)	4.6%
Missing	227
Missing (%)	4.5%
Memory size	78.1 KiB

Lombardy	146
Andalucia	138
Ile-de-France	129
Occitanie	111
Provence-Alpes-Cote d'Azur	107
Other values (213)	4142

Length

Max length	26
Median length	22
Mean length	11.514352
Min length	4

Characters and Unicode

Total characters	54958
Distinct characters	53
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	23 ?
Unique (%)	0.5%

Sample

1st row	West Midlands
2nd row	Valencian Country
3rd row	Crete
4th row	Central Macedonia
5th row	Sicily

Common Values

Value	Count	Frequency (%)
Lombardy	146	2.9%
Andalucia	138	2.8%
Ile-de-France	129	2.6%
Occitanie	111	2.2%
Provence-Alpes-Cote d'Azur	107	2.1%
Catalonia	103	2.1%
Auvergne-Rhone-Alpes	103	2.1%
Lazio	100	2.0%
Bavaria	95	1.9%
Campania	91	1.8%
Other values (208)	3650	73.0%
(Missing)	227	4.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
of	173	2.6%
central	156	2.3%
lombardy	146	2.2%
andalucia	138	2.1%
poland	129	1.9%
ile-de-france	129	1.9%
london	125	1.9%
islands	117	1.8%
occitanie	111	1.7%
provence-alpes-cote	107	1.6%
Other values (234)	5312	80.0%

Most occurring characters

Value	Count	Frequency (%)
a	5838	10.6%
e	5109	9.3%
n	4316	7.9%
r	3699	6.7%
i	3573	6.5%
o	3238	5.9%
t	2711	4.9%
l	2561	4.7%
s	2164	3.9%
d	1938	3.5%
Other values (43)	19811	36.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44388	80.8%
Uppercase Letter	7378	13.4%
Space Separator	1870	3.4%
Dash Punctuation	1208	2.2%
Other Punctuation	114	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	5838	13.2%
e	5109	11.5%
n	4316	9.7%
r	3699	8.3%
i	3573	8.0%
o	3238	7.3%
t	2711	6.1%
l	2561	5.8%
s	2164	4.9%
d	1938	4.4%
Other values (16)	9241	20.8%

Uppercase Letter

Value	Count	Frequency (%)
A	1001	13.6%
C	972	13.2%
L	652	8.8%
P	626	8.5%
B	474	6.4%
S	451	6.1%
R	347	4.7%
W	322	4.4%
F	303	4.1%
M	301	4.1%
Other values (14)	1929	26.1%

Space Separator

Value	Count	Frequency (%)
	1870	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1208	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	114	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	51766	94.2%
Common	3192	5.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	5838	11.3%
e	5109	9.9%
n	4316	8.3%
r	3699	7.1%
i	3573	6.9%
o	3238	6.3%
t	2711	5.2%
l	2561	4.9%
s	2164	4.2%
d	1938	3.7%
Other values (40)	16619	32.1%

Common

Value	Count	Frequency (%)
	1870	58.6%
-	1208	37.8%
'	114	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54958	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	5838	10.6%
e	5109	9.3%
n	4316	7.9%
r	3699	6.7%
i	3573	6.5%
o	3238	5.9%
t	2711	4.9%
l	2561	4.7%
s	2164	3.9%
d	1938	3.5%
Other values (43)	19811	36.0%

province
Categorical

HIGH CARDINALITY MISSING

Distinct	536
Distinct (%)	15.5%
Missing	1546
Missing (%)	30.9%
Memory size	78.1 KiB

Province of Barcelona	69
Province of Malaga	52
French Riviera - Cote d'Azur	49
Province of Turin	42
Upper Bavaria	38
Other values (531)	3204

Length

Max length	43
Median length	27
Mean length	15.892588
Min length	3

Characters and Unicode

Total characters	54893
Distinct characters	54
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	145 ?
Unique (%)	4.2%

Sample

1st row	Province of Alicante
2nd row	Heraklion Prefecture
3rd row	Thessaloniki Region
4th row	Province of Enna
5th row	Cote d'Or

Common Values

Value	Count	Frequency (%)
Province of Barcelona	69	1.4%
Province of Malaga	52	1.0%
French Riviera - Cote d'Azur	49	1.0%
Province of Turin	42	0.8%
Upper Bavaria	38	0.8%
Province of Naples	38	0.8%
Province of Valencia	36	0.7%
Province of Alicante	35	0.7%
North Holland Province	35	0.7%
Italian Riviera	32	0.6%
Other values (526)	3028	60.6%
(Missing)	1546	30.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
province	1759	22.1%
of	1380	17.4%
county	219	2.8%
district	130	1.6%
region	110	1.4%
riviera	83	1.0%
south	78	1.0%
north	72	0.9%
barcelona	69	0.9%
holland	60	0.8%
Other values (583)	3991	50.2%

Most occurring characters

Value	Count	Frequency (%)
o	5599	10.2%
e	5093	9.3%
	4497	8.2%
r	4374	8.0%
i	4245	7.7%
n	4181	7.6%
a	3903	7.1%
c	2526	4.6%
v	2164	3.9%
P	2060	3.8%
Other values (44)	16251	29.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	42955	78.3%
Uppercase Letter	6839	12.5%
Space Separator	4497	8.2%
Dash Punctuation	529	1.0%
Other Punctuation	73	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	5599	13.0%
e	5093	11.9%
r	4374	10.2%
i	4245	9.9%
n	4181	9.7%
a	3903	9.1%
c	2526	5.9%
v	2164	5.0%
t	1771	4.1%
l	1524	3.5%
Other values (16)	7575	17.6%

Uppercase Letter

Value	Count	Frequency (%)
P	2060	30.1%
C	619	9.1%
S	391	5.7%
B	354	5.2%
R	328	4.8%
A	325	4.8%
M	317	4.6%
L	296	4.3%
V	246	3.6%
H	242	3.5%
Other values (15)	1661	24.3%

Space Separator

Value	Count	Frequency (%)
	4497	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	529	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	73	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	49794	90.7%
Common	5099	9.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	5599	11.2%
e	5093	10.2%
r	4374	8.8%
i	4245	8.5%
n	4181	8.4%
a	3903	7.8%
c	2526	5.1%
v	2164	4.3%
P	2060	4.1%
t	1771	3.6%
Other values (41)	13878	27.9%

Common

Value	Count	Frequency (%)
	4497	88.2%
-	529	10.4%
'	73	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	5599	10.2%
e	5093	9.3%
	4497	8.2%
r	4374	8.0%
i	4245	7.7%
n	4181	7.6%
a	3903	7.1%
c	2526	4.6%
v	2164	3.9%
P	2060	3.8%
Other values (44)	16251	29.6%

city
Categorical

HIGH CARDINALITY MISSING

Distinct	2004
Distinct (%)	64.0%
Missing	1871
Missing (%)	37.4%
Memory size	78.1 KiB

Paris	69
Madrid	55
Rome	52
Prague	41
Milan	40
Other values (1999)	2872

Length

Max length	40
Median length	28
Mean length	9.1300735
Min length	3

Characters and Unicode

Total characters	28568
Distinct characters	60
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1612 ?
Unique (%)	51.5%

Sample

1st row	Birmingham
2nd row	Kaloi Limenes
3rd row	Nea Madytos
4th row	Nottingham
5th row	Dijon

Common Values

Value	Count	Frequency (%)
Paris	69	1.4%
Madrid	55	1.1%
Rome	52	1.0%
Prague	41	0.8%
Milan	40	0.8%
Vienna	26	0.5%
Amsterdam	21	0.4%
Dublin	18	0.4%
Lisbon	18	0.4%
Munich	15	0.3%
Other values (1994)	2774	55.5%
(Missing)	1871	37.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	75	2.0%
paris	69	1.8%
madrid	55	1.5%
rome	52	1.4%
prague	41	1.1%
milan	40	1.1%
la	35	0.9%
vienna	26	0.7%
le	22	0.6%
amsterdam	21	0.6%
Other values (2188)	3349	88.5%

Most occurring characters

Value	Count	Frequency (%)
e	3066	10.7%
a	2584	9.0%
r	2103	7.4%
n	2031	7.1%
i	1755	6.1%
o	1676	5.9%
l	1460	5.1%
s	1362	4.8%
t	1180	4.1%
u	966	3.4%
Other values (50)	10385	36.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23498	82.3%
Uppercase Letter	3931	13.8%
Space Separator	656	2.3%
Dash Punctuation	443	1.6%
Other Punctuation	26	0.1%
Open Punctuation	5	< 0.1%
Close Punctuation	5	< 0.1%
Decimal Number	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3066	13.0%
a	2584	11.0%
r	2103	8.9%
n	2031	8.6%
i	1755	7.5%
o	1676	7.1%
l	1460	6.2%
s	1362	5.8%
t	1180	5.0%
u	966	4.1%
Other values (16)	5315	22.6%

Uppercase Letter

Value	Count	Frequency (%)
M	380	9.7%
S	376	9.6%
P	341	8.7%
B	321	8.2%
C	320	8.1%
L	296	7.5%
A	241	6.1%
H	181	4.6%
R	164	4.2%
N	145	3.7%
Other values (16)	1166	29.7%

Other Punctuation

Value	Count	Frequency (%)
'	22	84.6%
.	4	15.4%

Decimal Number

Value	Count	Frequency (%)
0	3	75.0%
2	1	25.0%

Space Separator

Value	Count	Frequency (%)
	656	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	443	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27429	96.0%
Common	1139	4.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3066	11.2%
a	2584	9.4%
r	2103	7.7%
n	2031	7.4%
i	1755	6.4%
o	1676	6.1%
l	1460	5.3%
s	1362	5.0%
t	1180	4.3%
u	966	3.5%
Other values (42)	9246	33.7%

Common

Value	Count	Frequency (%)
	656	57.6%
-	443	38.9%
'	22	1.9%
(	5	0.4%
)	5	0.4%
.	4	0.4%
0	3	0.3%
2	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28568	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3066	10.7%
a	2584	9.0%
r	2103	7.4%
n	2031	7.1%
i	1755	6.1%
o	1676	5.9%
l	1460	5.1%
s	1362	4.8%
t	1180	4.1%
u	966	3.4%
Other values (50)	10385	36.4%

address
Categorical

HIGH CARDINALITY UNIFORM

Distinct	4999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

Opatovická 3, Prague 11000 Czech Republic	2
The Oasis 110-114 Corporation Street Oasis Market, Birmingham B4 6SX England	1
Puerto Deportivo Marina Botafoch, Local 106, 07800, Ibiza Spain	1
92 avenue du Gendarme Castermant, 77500 Chelles France	1
CC La Minilla, Las Palmas de Gran Canaria, Gran Canaria Spain	1
Other values (4994)	4994

Length

Max length	151
Median length	111
Mean length	49.6714
Min length	12

Characters and Unicode

Total characters	248357
Distinct characters	140
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4998 ?
Unique (%)	> 99.9%

Sample

1st row	The Oasis 110-114 Corporation Street Oasis Market, Birmingham B4 6SX England
2nd row	Carrer Vivaldi, 11 Local 2, 03581 El Albir, L'Alfas del Pi Spain
3rd row	Kaloi Limenes, Crete 704 00 Greece
4th row	Nea Madytos 57014 Greece
5th row	Via Giuseppe Mazzini 122, 94019 Valguarnera Caropepe, Sicily Italy

Common Values

Value	Count	Frequency (%)
Opatovická 3, Prague 11000 Czech Republic	2	< 0.1%
The Oasis 110-114 Corporation Street Oasis Market, Birmingham B4 6SX England	1	< 0.1%
Puerto Deportivo Marina Botafoch, Local 106, 07800, Ibiza Spain	1	< 0.1%
92 avenue du Gendarme Castermant, 77500 Chelles France	1	< 0.1%
CC La Minilla, Las Palmas de Gran Canaria, Gran Canaria Spain	1	< 0.1%
Castlebrook Compton Dundon, Somerton TA11 6PR England	1	< 0.1%
34 Place Notre Dame du Mont Cours Julien, 13006 Marseille France	1	< 0.1%
M6 Moto serrvices Carnforth, Burton-in-Kendal LA6 1JF England	1	< 0.1%
Cowbridge Road, Llantwit Major CF61 2YS Wales	1	< 0.1%
Harbourside Explore Lane, Bristol BS1 5TY England	1	< 0.1%
Other values (4989)	4989	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
italy	1039	2.7%
france	763	2.0%
de	736	1.9%
spain	710	1.9%
via	691	1.8%
england	647	1.7%
germany	506	1.3%
rue	359	0.9%
calle	305	0.8%
1	292	0.8%
Other values (14579)	31991	84.1%

Most occurring characters

Value	Count	Frequency (%)
	33042	13.3%
a	20898	8.4%
e	18471	7.4%
n	12770	5.1%
r	12516	5.0%
i	10752	4.3%
l	10374	4.2%
o	9708	3.9%
t	8715	3.5%
,	7040	2.8%
Other values (130)	104071	41.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	146150	58.8%
Space Separator	33042	13.3%
Decimal Number	30498	12.3%
Uppercase Letter	29320	11.8%
Other Punctuation	8072	3.3%
Dash Punctuation	1245	0.5%
Close Punctuation	8	< 0.1%
Other Letter	7	< 0.1%
Open Punctuation	7	< 0.1%
Other Symbol	5	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	20898	14.3%
e	18471	12.6%
n	12770	8.7%
r	12516	8.6%
i	10752	7.4%
l	10374	7.1%
o	9708	6.6%
t	8715	6.0%
s	6057	4.1%
d	5770	3.9%
Other values (66)	30119	20.6%

Uppercase Letter

Value	Count	Frequency (%)
S	3370	11.5%
C	2360	8.0%
P	2101	7.2%
B	1849	6.3%
A	1680	5.7%
G	1642	5.6%
M	1531	5.2%
R	1491	5.1%
L	1443	4.9%
I	1420	4.8%
Other values (26)	10433	35.6%

Decimal Number

Value	Count	Frequency (%)
0	6110	20.0%
1	5209	17.1%
2	3512	11.5%
3	2972	9.7%
4	2594	8.5%
5	2405	7.9%
6	2129	7.0%
8	2010	6.6%
7	1927	6.3%
9	1630	5.3%

Other Punctuation

Value	Count	Frequency (%)
,	7040	87.2%
.	589	7.3%
/	262	3.2%
'	156	1.9%
&	14	0.2%
"	6	0.1%
:	2	< 0.1%
#	2	< 0.1%
;	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
°	4	80.0%
№	1	20.0%

Space Separator

Value	Count	Frequency (%)
	33042	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1245	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8	100.0%

Other Letter

Value	Count	Frequency (%)
º	7	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	7	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	2	100.0%

Math Symbol

Value	Count	Frequency (%)
\|	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	175449	70.6%
Common	72880	29.3%
Greek	28	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	20898	11.9%
e	18471	10.5%
n	12770	7.3%
r	12516	7.1%
i	10752	6.1%
l	10374	5.9%
o	9708	5.5%
t	8715	5.0%
s	6057	3.5%
d	5770	3.3%
Other values (87)	59418	33.9%

Common

Value	Count	Frequency (%)
	33042	45.3%
,	7040	9.7%
0	6110	8.4%
1	5209	7.1%
2	3512	4.8%
3	2972	4.1%
4	2594	3.6%
5	2405	3.3%
6	2129	2.9%
8	2010	2.8%
Other values (17)	5857	8.0%

Greek

Value	Count	Frequency (%)
α	5	17.9%
ε	4	14.3%
ί	2	7.1%
τ	2	7.1%
θ	2	7.1%
λ	2	7.1%
υ	2	7.1%
Π	1	3.6%
σ	1	3.6%
ρ	1	3.6%
Other values (6)	6	21.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	247915	99.8%
None	439	0.2%
Punctuation	2	< 0.1%
Letterlike Symbols	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	33042	13.3%
a	20898	8.4%
e	18471	7.5%
n	12770	5.2%
r	12516	5.0%
i	10752	4.3%
l	10374	4.2%
o	9708	3.9%
t	8715	3.5%
,	7040	2.8%
Other values (66)	103629	41.8%

None

Value	Count	Frequency (%)
ü	89	20.3%
é	48	10.9%
á	29	6.6%
ó	27	6.2%
ß	23	5.2%
ö	17	3.9%
ä	16	3.6%
à	14	3.2%
í	13	3.0%
ł	12	2.7%
Other values (52)	151	34.4%

Punctuation

Value	Count	Frequency (%)
’	2	100.0%

Letterlike Symbols

Value	Count	Frequency (%)
№	1	100.0%

latitude
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4918
Distinct (%)	99.7%
Missing	69
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	46.645764

Minimum	27.75227
Maximum	66.50124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	27.75227
5-th percentile	37.378613
Q1	42.320567
median	46.771465
Q3	51.409289
95-th percentile	54.8577
Maximum	66.50124
Range	38.74897
Interquartile range (IQR)	9.0887215

Descriptive statistics

Standard deviation	5.8191201
Coefficient of variation (CV)	0.12475131
Kurtosis	-0.043649102
Mean	46.645764
Median Absolute Deviation (MAD)	4.612715
Skewness	-0.25110938
Sum	230010.26
Variance	33.862158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.003227	3	0.1%
51.12472	2	< 0.1%
45.419262	2	< 0.1%
45.5939	2	< 0.1%
50.64471	2	< 0.1%
45.60455	2	< 0.1%
28.86337	2	< 0.1%
40.81514	2	< 0.1%
50.81556	2	< 0.1%
46.62773	2	< 0.1%
Other values (4908)	4910	98.2%
(Missing)	69	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27.75227	1	< 0.1%
27.761194	1	< 0.1%
27.76695	1	< 0.1%
27.7706	1	< 0.1%
27.791706	1	< 0.1%
27.901413	1	< 0.1%
27.990969	1	< 0.1%
28.00207	1	< 0.1%
28.005135	1	< 0.1%
28.023865	1	< 0.1%

Value	Count	Frequency (%)
66.50124	1	< 0.1%
65.85564	1	< 0.1%
65.85512	1	< 0.1%
65.20793	1	< 0.1%
63.826847	1	< 0.1%
63.400135	1	< 0.1%
63.17525	1	< 0.1%
62.892227	1	< 0.1%
62.189133	1	< 0.1%
61.739826	1	< 0.1%

longitude
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	4926
Distinct (%)	99.9%
Missing	69
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.8175102

Minimum	-31.16808
Maximum	29.586159
Zeros	0
Zeros (%)	0.0%
Negative	1536
Negative (%)	30.7%
Memory size	78.1 KiB

Quantile statistics

Minimum	-31.16808
5-th percentile	-7.3875525
Q1	-0.8770415
median	5.71413
Q3	12.077963
95-th percentile	20.953077
Maximum	29.586159
Range	60.754239
Interquartile range (IQR)	12.955005

Descriptive statistics

Standard deviation	8.6370924
Coefficient of variation (CV)	1.4846716
Kurtosis	-0.11860022
Mean	5.8175102
Median Absolute Deviation (MAD)	6.478196
Skewness	0.083484179
Sum	28686.143
Variance	74.599366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.083693	3	0.1%
-2.74	2	< 0.1%
-13.82904	2	< 0.1%
14.30984	2	< 0.1%
-0.0234	1	< 0.1%
-2.729453	1	< 0.1%
5.384831	1	< 0.1%
-2.733867	1	< 0.1%
-3.48853	1	< 0.1%
-2.601097	1	< 0.1%
Other values (4916)	4916	98.3%
(Missing)	69	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.16808	1	< 0.1%
-28.536182	1	< 0.1%
-28.533255	1	< 0.1%
-28.528028	1	< 0.1%
-25.668888	1	< 0.1%
-25.66241	1	< 0.1%
-25.429443	1	< 0.1%
-17.98107	1	< 0.1%
-17.95514	1	< 0.1%
-16.931684	1	< 0.1%

Value	Count	Frequency (%)
29.586159	1	< 0.1%
28.95707	1	< 0.1%
28.652384	1	< 0.1%
28.232141	1	< 0.1%
28.229578	1	< 0.1%
28.224382	1	< 0.1%
28.22166	1	< 0.1%
28.17577	1	< 0.1%
28.163492	1	< 0.1%
28.14094	1	< 0.1%

claimed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	7
Missing (%)	0.1%
Memory size	78.1 KiB

Unclaimed	2776
Claimed	2217

Length

Max length	9
Median length	9
Mean length	8.1119567
Min length	7

Characters and Unicode

Total characters	40503
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unclaimed
2nd row	Claimed
3rd row	Unclaimed
4th row	Claimed
5th row	Unclaimed

Common Values

Value	Count	Frequency (%)
Unclaimed	2776	55.5%
Claimed	2217	44.3%
(Missing)	7	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unclaimed	2776	55.6%
claimed	2217	44.4%

Most occurring characters

Value	Count	Frequency (%)
l	4993	12.3%
a	4993	12.3%
i	4993	12.3%
m	4993	12.3%
e	4993	12.3%
d	4993	12.3%
U	2776	6.9%
n	2776	6.9%
c	2776	6.9%
C	2217	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	35510	87.7%
Uppercase Letter	4993	12.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	4993	14.1%
a	4993	14.1%
i	4993	14.1%
m	4993	14.1%
e	4993	14.1%
d	4993	14.1%
n	2776	7.8%
c	2776	7.8%

Uppercase Letter

Value	Count	Frequency (%)
U	2776	55.6%
C	2217	44.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	40503	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	4993	12.3%
a	4993	12.3%
i	4993	12.3%
m	4993	12.3%
e	4993	12.3%
d	4993	12.3%
U	2776	6.9%
n	2776	6.9%
c	2776	6.9%
C	2217	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40503	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	4993	12.3%
a	4993	12.3%
i	4993	12.3%
m	4993	12.3%
e	4993	12.3%
d	4993	12.3%
U	2776	6.9%
n	2776	6.9%
c	2776	6.9%
C	2217	5.5%

awards
Categorical

HIGH CARDINALITY MISSING

Distinct	176
Distinct (%)	14.4%
Missing	3774
Missing (%)	75.5%
Memory size	78.1 KiB

Travellers' Choice, Certificate of Excellence 2020	109
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019	79
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017, Certificate of Excellence 2016	73
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017	70
Certificate of Excellence 2017	67
Other values (171)	828

Length

Max length	338
Median length	254
Mean length	112.177
Min length	30

Characters and Unicode

Total characters	137529
Distinct characters	50
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	89 ?
Unique (%)	7.3%

Sample

1st row	Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018
2nd row	Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018
3rd row	Certificate of Excellence 2018, Certificate of Excellence 2016, Certificate of Excellence 2015
4th row	Travellers' Choice, Certificate of Excellence 2020
5th row	Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017, Certificate of Excellence 2016

Common Values

Value	Count	Frequency (%)
Travellers' Choice, Certificate of Excellence 2020	109	2.2%
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019	79	1.6%
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017, Certificate of Excellence 2016	73	1.5%
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017	70	1.4%
Certificate of Excellence 2017	67	1.3%
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018	50	1.0%
Certificate of Excellence 2019	48	1.0%
Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018, Certificate of Excellence 2017, Certificate of Excellence 2016, Certificate of Excellence 2015	47	0.9%
Certificate of Excellence 2018	41	0.8%
Certificate of Excellence 2018, Certificate of Excellence 2017	31	0.6%
Other values (166)	611	12.2%
(Missing)	3774	75.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
of	3773	21.9%
certificate	3772	21.9%
excellence	3772	21.9%
travellers	695	4.0%
choice	695	4.0%
2020	677	3.9%
2019	653	3.8%
2017	651	3.8%
2018	627	3.6%
2016	494	2.9%
Other values (31)	1442	8.4%

Most occurring characters

Value	Count	Frequency (%)
e	21316	15.5%
	16025	11.7%
c	12233	8.9%
l	9205	6.7%
i	8659	6.3%
t	7779	5.7%
f	7687	5.6%
r	5452	4.0%
o	4876	3.5%
2	4699	3.4%
Other values (40)	39598	28.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	92553	67.3%
Space Separator	16025	11.7%
Decimal Number	15520	11.3%
Uppercase Letter	9304	6.8%
Other Punctuation	4127	3.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	21316	23.0%
c	12233	13.2%
l	9205	9.9%
i	8659	9.4%
t	7779	8.4%
f	7687	8.3%
r	5452	5.9%
o	4876	5.3%
a	4696	5.1%
n	4054	4.4%
Other values (14)	6596	7.1%

Uppercase Letter

Value	Count	Frequency (%)
C	4491	48.3%
E	3773	40.6%
T	733	7.9%
M	157	1.7%
G	42	0.5%
P	37	0.4%
S	32	0.3%
O	11	0.1%
H	11	0.1%
V	10	0.1%

Decimal Number

Value	Count	Frequency (%)
2	4699	30.3%
0	4557	29.4%
1	3224	20.8%
9	653	4.2%
7	651	4.2%
8	627	4.0%
6	494	3.2%
5	296	1.9%
4	170	1.1%
3	149	1.0%

Other Punctuation

Value	Count	Frequency (%)
,	3366	81.6%
'	695	16.8%
:	54	1.3%
!	12	0.3%

Space Separator

Value	Count	Frequency (%)
	16025	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	101857	74.1%
Common	35672	25.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	21316	20.9%
c	12233	12.0%
l	9205	9.0%
i	8659	8.5%
t	7779	7.6%
f	7687	7.5%
r	5452	5.4%
o	4876	4.8%
a	4696	4.6%
C	4491	4.4%
Other values (25)	15463	15.2%

Common

Value	Count	Frequency (%)
	16025	44.9%
2	4699	13.2%
0	4557	12.8%
,	3366	9.4%
1	3224	9.0%
'	695	1.9%
9	653	1.8%
7	651	1.8%
8	627	1.8%
6	494	1.4%
Other values (5)	681	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137529	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	21316	15.5%
	16025	11.7%
c	12233	8.9%
l	9205	6.7%
i	8659	6.3%
t	7779	5.7%
f	7687	5.6%
r	5452	4.0%
o	4876	3.5%
2	4699	3.4%
Other values (40)	39598	28.8%

popularity_detailed
Categorical

HIGH CARDINALITY MISSING UNIFORM

Distinct	4585
Distinct (%)	100.0%
Missing	415
Missing (%)	8.3%
Memory size	78.1 KiB

#45 of 99 Coffee & Tea in Birmingham	1
#1 of 1 Restaurant in Stepps	1
#508 of 929 Restaurants in Cordoba	1
#1 of 1 Coffee & Tea in Constantine Bay	1
#261 of 303 Restaurants in Ibiza	1
Other values (4580)	4580

Length

Max length	63
Median length	53
Mean length	34.859324
Min length	21

Characters and Unicode

Total characters	159830
Distinct characters	71
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4585 ?
Unique (%)	100.0%

Sample

1st row	#45 of 99 Coffee & Tea in Birmingham
2nd row	#18 of 128 Restaurants in El Albir
3rd row	#2 of 2 Restaurants in Kaloi Limenes
4th row	#3 of 3 Restaurants in Nea Madytos
5th row	#9 of 10 Restaurants in Valguarnera Caropepe

Common Values

Value	Count	Frequency (%)
#45 of 99 Coffee & Tea in Birmingham	1	< 0.1%
#1 of 1 Restaurant in Stepps	1	< 0.1%
#508 of 929 Restaurants in Cordoba	1	< 0.1%
#1 of 1 Coffee & Tea in Constantine Bay	1	< 0.1%
#261 of 303 Restaurants in Ibiza	1	< 0.1%
#5 of 7 Restaurants in Marina Palmense	1	< 0.1%
#5 of 44 Restaurants in Chelles	1	< 0.1%
#664 of 1246 Restaurants in Las Palmas de Gran Canaria	1	< 0.1%
#10 of 20 Restaurants in Somerton	1	< 0.1%
#616 of 2075 Restaurants in Marseille	1	< 0.1%
Other values (4575)	4575	91.5%
(Missing)	415	8.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
in	4595	15.7%
of	4587	15.7%
restaurants	4069	13.9%
1	531	1.8%
2	348	1.2%
3	332	1.1%
4	242	0.8%
5	193	0.7%
	191	0.7%
coffee	186	0.6%
Other values (4545)	14024	47.9%

Most occurring characters

Value	Count	Frequency (%)
	24713	15.5%
a	12950	8.1%
n	11841	7.4%
s	10448	6.5%
t	10280	6.4%
e	9263	5.8%
o	7820	4.9%
i	7477	4.7%
r	7271	4.5%
u	5505	3.4%
Other values (61)	52262	32.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	97632	61.1%
Space Separator	24713	15.5%
Decimal Number	21368	13.4%
Uppercase Letter	10810	6.8%
Other Punctuation	4854	3.0%
Dash Punctuation	441	0.3%
Open Punctuation	6	< 0.1%
Close Punctuation	6	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	12950	13.3%
n	11841	12.1%
s	10448	10.7%
t	10280	10.5%
e	9263	9.5%
o	7820	8.0%
i	7477	7.7%
r	7271	7.4%
u	5505	5.6%
f	5226	5.4%
Other values (16)	9551	9.8%

Uppercase Letter

Value	Count	Frequency (%)
R	4399	40.7%
C	708	6.5%
S	640	5.9%
B	631	5.8%
M	564	5.2%
P	482	4.5%
L	477	4.4%
T	429	4.0%
A	353	3.3%
D	261	2.4%
Other values (16)	1866	17.3%

Decimal Number

Value	Count	Frequency (%)
1	4359	20.4%
2	3017	14.1%
3	2476	11.6%
4	2030	9.5%
5	1840	8.6%
6	1799	8.4%
7	1579	7.4%
0	1481	6.9%
8	1453	6.8%
9	1334	6.2%

Other Punctuation

Value	Count	Frequency (%)
#	4585	94.5%
&	191	3.9%
'	39	0.8%
\	35	0.7%
.	4	0.1%

Space Separator

Value	Count	Frequency (%)
	24713	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	441	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	108442	67.8%
Common	51388	32.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	12950	11.9%
n	11841	10.9%
s	10448	9.6%
t	10280	9.5%
e	9263	8.5%
o	7820	7.2%
i	7477	6.9%
r	7271	6.7%
u	5505	5.1%
f	5226	4.8%
Other values (42)	20361	18.8%

Common

Value	Count	Frequency (%)
	24713	48.1%
#	4585	8.9%
1	4359	8.5%
2	3017	5.9%
3	2476	4.8%
4	2030	4.0%
5	1840	3.6%
6	1799	3.5%
7	1579	3.1%
0	1481	2.9%
Other values (9)	3509	6.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159830	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	24713	15.5%
a	12950	8.1%
n	11841	7.4%
s	10448	6.5%
t	10280	6.4%
e	9263	5.8%
o	7820	4.9%
i	7477	4.7%
r	7271	4.5%
u	5505	3.4%
Other values (61)	52262	32.7%

popularity_generic
Categorical

HIGH CARDINALITY MISSING UNIFORM

Distinct	4574
Distinct (%)	100.0%
Missing	426
Missing (%)	8.5%
Memory size	78.1 KiB

#810 of 2452 places to eat in Birmingham	1
#378 of 479 places to eat in Treviso	1
#23 of 1953 places to eat in Nice	1
#547 of 1117 places to eat in Cordoba	1
#1 of 2 places to eat in Constantine Bay	1
Other values (4569)	4569

Length

Max length	65
Median length	55
Mean length	37.119808
Min length	28

Characters and Unicode

Total characters	169786
Distinct characters	69
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4574 ?
Unique (%)	100.0%

Sample

1st row	#810 of 2452 places to eat in Birmingham
2nd row	#20 of 144 places to eat in El Albir
3rd row	#2 of 3 places to eat in Kaloi Limenes
4th row	#3 of 5 places to eat in Nea Madytos
5th row	#9 of 10 places to eat in Valguarnera Caropepe

Common Values

Value	Count	Frequency (%)
#810 of 2452 places to eat in Birmingham	1	< 0.1%
#378 of 479 places to eat in Treviso	1	< 0.1%
#23 of 1953 places to eat in Nice	1	< 0.1%
#547 of 1117 places to eat in Cordoba	1	< 0.1%
#1 of 2 places to eat in Constantine Bay	1	< 0.1%
#1454 of 1824 places to eat in Ibiza	1	< 0.1%
#5 of 7 places to eat in Marina Palmense	1	< 0.1%
#5 of 55 places to eat in Chelles	1	< 0.1%
#706 of 1531 places to eat in Las Palmas de Gran Canaria	1	< 0.1%
#10 of 22 places to eat in Somerton	1	< 0.1%
Other values (4564)	4564	91.3%
(Missing)	426	8.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
in	4584	12.1%
of	4576	12.1%
places	4574	12.1%
to	4574	12.1%
eat	4574	12.1%
1	349	0.9%
2	263	0.7%
3	247	0.7%
4	191	0.5%
6	161	0.4%
Other values (4695)	13705	36.3%

Most occurring characters

Value	Count	Frequency (%)
	33224	19.6%
a	13523	8.0%
e	13332	7.9%
o	12100	7.1%
t	10807	6.4%
n	7658	4.5%
i	7239	4.3%
l	6889	4.1%
s	6380	3.8%
c	5399	3.2%
Other values (59)	53235	31.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	102933	60.6%
Space Separator	33224	19.6%
Decimal Number	22774	13.4%
Uppercase Letter	5787	3.4%
Other Punctuation	4617	2.7%
Dash Punctuation	439	0.3%
Open Punctuation	6	< 0.1%
Close Punctuation	6	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	13523	13.1%
e	13332	13.0%
o	12100	11.8%
t	10807	10.5%
n	7658	7.4%
i	7239	7.0%
l	6889	6.7%
s	6380	6.2%
c	5399	5.2%
p	4899	4.8%
Other values (16)	14707	14.3%

Uppercase Letter

Value	Count	Frequency (%)
M	559	9.7%
S	543	9.4%
C	515	8.9%
B	491	8.5%
L	477	8.2%
P	477	8.2%
A	351	6.1%
G	244	4.2%
T	243	4.2%
R	235	4.1%
Other values (16)	1652	28.5%

Decimal Number

Value	Count	Frequency (%)
1	4424	19.4%
2	3132	13.8%
3	2672	11.7%
4	2292	10.1%
5	2062	9.1%
6	1980	8.7%
8	1674	7.4%
7	1606	7.1%
0	1505	6.6%
9	1427	6.3%

Other Punctuation

Value	Count	Frequency (%)
#	4574	99.1%
'	39	0.8%
.	4	0.1%

Space Separator

Value	Count	Frequency (%)
	33224	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	439	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	108720	64.0%
Common	61066	36.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	13523	12.4%
e	13332	12.3%
o	12100	11.1%
t	10807	9.9%
n	7658	7.0%
i	7239	6.7%
l	6889	6.3%
s	6380	5.9%
c	5399	5.0%
p	4899	4.5%
Other values (42)	20494	18.9%

Common

Value	Count	Frequency (%)
	33224	54.4%
#	4574	7.5%
1	4424	7.2%
2	3132	5.1%
3	2672	4.4%
4	2292	3.8%
5	2062	3.4%
6	1980	3.2%
8	1674	2.7%
7	1606	2.6%
Other values (7)	3426	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	169786	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	33224	19.6%
a	13523	8.0%
e	13332	7.9%
o	12100	7.1%
t	10807	6.4%
n	7658	4.5%
i	7239	4.3%
l	6889	4.1%
s	6380	3.8%
c	5399	3.2%
Other values (59)	53235	31.4%

top_tags
Categorical

HIGH CARDINALITY MISSING

Distinct	1657
Distinct (%)	36.5%
Missing	460
Missing (%)	9.2%
Memory size	78.1 KiB

Mid-range, French	112
Mid-range	98
Cheap Eats	89
Italian	72
Mid-range, Italian, Seafood, Mediterranean	71
Other values (1652)	4098

Length

Max length	67
Median length	51
Mean length	29.965419
Min length	3

Characters and Unicode

Total characters	136043
Distinct characters	53
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1110 ?
Unique (%)	24.4%

Sample

1st row	Cheap Eats, Cafe
2nd row	Mid-range, Mediterranean, European, Greek
3rd row	Pizza, Seafood, Mediterranean, Greek
4th row	Cheap Eats, Italian, Greek
5th row	Cheap Eats, Cafe, Fast food

Common Values

Value	Count	Frequency (%)
Mid-range, French	112	2.2%
Mid-range	98	2.0%
Cheap Eats	89	1.8%
Italian	72	1.4%
Mid-range, Italian, Seafood, Mediterranean	71	1.4%
Mid-range, Bar, British, Pub	67	1.3%
Mid-range, Italian	63	1.3%
Mid-range, Italian, Pizza, Seafood	60	1.2%
Cafe	54	1.1%
Mid-range, Italian, Pizza, Mediterranean	47	0.9%
Other values (1647)	3807	76.1%
(Missing)	460	9.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mid-range	2557	15.5%
cheap	1107	6.7%
eats	1107	6.7%
italian	1068	6.5%
european	905	5.5%
mediterranean	719	4.3%
friendly	672	4.1%
vegetarian	672	4.1%
french	504	3.0%
pizza	497	3.0%
Other values (139)	6725	40.7%

Most occurring characters

Value	Count	Frequency (%)
a	15551	11.4%
e	13487	9.9%
	11993	8.8%
n	11194	8.2%
i	9804	7.2%
,	9296	6.8%
r	9177	6.7%
t	5631	4.1%
d	4823	3.5%
s	3792	2.8%
Other values (43)	41295	30.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	95859	70.5%
Uppercase Letter	16305	12.0%
Space Separator	11993	8.8%
Other Punctuation	9297	6.8%
Dash Punctuation	2589	1.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	15551	16.2%
e	13487	14.1%
n	11194	11.7%
i	9804	10.2%
r	9177	9.6%
t	5631	5.9%
d	4823	5.0%
s	3792	4.0%
g	3620	3.8%
h	3020	3.2%
Other values (16)	15760	16.4%

Uppercase Letter

Value	Count	Frequency (%)
M	3380	20.7%
E	2074	12.7%
C	1945	11.9%
F	1651	10.1%
I	1385	8.5%
B	1195	7.3%
S	1020	6.3%
P	935	5.7%
V	774	4.7%
A	432	2.6%
Other values (13)	1514	9.3%

Other Punctuation

Value	Count	Frequency (%)
,	9296	> 99.9%
&	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	11993	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2589	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	112164	82.4%
Common	23879	17.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	15551	13.9%
e	13487	12.0%
n	11194	10.0%
i	9804	8.7%
r	9177	8.2%
t	5631	5.0%
d	4823	4.3%
s	3792	3.4%
g	3620	3.2%
M	3380	3.0%
Other values (39)	31705	28.3%

Common

Value	Count	Frequency (%)
	11993	50.2%
,	9296	38.9%
-	2589	10.8%
&	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	136043	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	15551	11.4%
e	13487	9.9%
	11993	8.8%
n	11194	8.2%
i	9804	7.2%
,	9296	6.8%
r	9177	6.7%
t	5631	4.1%
d	4823	3.5%
s	3792	2.8%
Other values (43)	41295	30.4%

price_level
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	1211
Missing (%)	24.2%
Memory size	78.1 KiB

€€-€€€	2556
€	1104
€€€€	129

Length

Max length	6
Median length	6
Mean length	4.4750594
Min length	1

Characters and Unicode

Total characters	16956
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	€
2nd row	€€-€€€
3rd row	€
4th row	€
5th row	€€-€€€

Common Values

Value	Count	Frequency (%)
€€-€€€	2556	51.1%
€	1104	22.1%
€€€€	129	2.6%
(Missing)	1211	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
€€-€€€	2556	67.5%
€	1104	29.1%
€€€€	129	3.4%

Most occurring characters

Value	Count	Frequency (%)
€	14400	84.9%
-	2556	15.1%

Most occurring categories

Value	Count	Frequency (%)
Currency Symbol	14400	84.9%
Dash Punctuation	2556	15.1%

Most frequent character per category

Currency Symbol

Value	Count	Frequency (%)
€	14400	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2556	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	16956	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
€	14400	84.9%
-	2556	15.1%

Most occurring blocks

Value	Count	Frequency (%)
Currency Symbols	14400	84.9%
ASCII	2556	15.1%

Most frequent character per block

Currency Symbols

Value	Count	Frequency (%)
€	14400	100.0%

ASCII

Value	Count	Frequency (%)
-	2556	100.0%

price_range
Categorical

HIGH CARDINALITY MISSING

Distinct	493
Distinct (%)	35.0%
Missing	3592
Missing (%)	71.8%
Memory size	78.1 KiB

€5-€15	29
€10-€30	29
€15-€30	26
€5-€10	22
€10-€20	19
Other values (488)	1283

Length

Max length	13
Median length	6
Mean length	6.4119318
Min length	5

Characters and Unicode

Total characters	9028
Distinct characters	17
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	265 ?
Unique (%)	18.8%

Sample

1st row	€2-€11
2nd row	€9-€20
3rd row	€15-€45
4th row	€3-€13
5th row	€5-€10

Common Values

Value	Count	Frequency (%)
€5-€15	29	0.6%
€10-€30	29	0.6%
€15-€30	26	0.5%
€5-€10	22	0.4%
€10-€20	19	0.4%
€5-€20	19	0.4%
€10-€25	18	0.4%
€3-€10	14	0.3%
€20-€40	14	0.3%
€6-€12	14	0.3%
Other values (483)	1204	24.1%
(Missing)	3592	71.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
€5-€15	29	2.0%
€10-€30	29	2.0%
€15-€30	26	1.8%
€5-€10	22	1.5%
€10-€20	19	1.3%
€5-€20	19	1.3%
€10-€25	18	1.2%
chf	18	1.2%
€3-€10	14	1.0%
€20-€40	14	1.0%
Other values (492)	1236	85.6%

Most occurring characters

Value	Count	Frequency (%)
€	2780	30.8%
-	1408	15.6%
1	960	10.6%
2	809	9.0%
0	682	7.6%
5	666	7.4%
3	478	5.3%
4	294	3.3%
6	217	2.4%
8	216	2.4%
Other values (7)	518	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4694	52.0%
Currency Symbol	2780	30.8%
Dash Punctuation	1408	15.6%
Uppercase Letter	108	1.2%
Space Separator	36	0.4%
Other Punctuation	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	960	20.5%
2	809	17.2%
0	682	14.5%
5	666	14.2%
3	478	10.2%
4	294	6.3%
6	217	4.6%
8	216	4.6%
7	209	4.5%
9	163	3.5%

Uppercase Letter

Value	Count	Frequency (%)
C	36	33.3%
H	36	33.3%
F	36	33.3%

Currency Symbol

Value	Count	Frequency (%)
€	2780	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1408	100.0%

Space Separator

Value	Count	Frequency (%)
	36	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8920	98.8%
Latin	108	1.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
€	2780	31.2%
-	1408	15.8%
1	960	10.8%
2	809	9.1%
0	682	7.6%
5	666	7.5%
3	478	5.4%
4	294	3.3%
6	217	2.4%
8	216	2.4%
Other values (4)	410	4.6%

Latin

Value	Count	Frequency (%)
C	36	33.3%
H	36	33.3%
F	36	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6212	68.8%
Currency Symbols	2780	30.8%
None	36	0.4%

Most frequent character per block

Currency Symbols

Value	Count	Frequency (%)
€	2780	100.0%

ASCII

Value	Count	Frequency (%)
-	1408	22.7%
1	960	15.5%
2	809	13.0%
0	682	11.0%
5	666	10.7%
3	478	7.7%
4	294	4.7%
6	217	3.5%
8	216	3.5%
7	209	3.4%
Other values (5)	273	4.4%

None

Value	Count	Frequency (%)
	36	100.0%

meals
Categorical

HIGH CARDINALITY MISSING

Distinct	153
Distinct (%)	5.1%
Missing	1989
Missing (%)	39.8%
Memory size	78.1 KiB

Lunch, Dinner	960
Dinner	335
Breakfast, Lunch, Dinner	258
Lunch, Dinner, After-hours	147
Lunch	120
Other values (148)	1191

Length

Max length	53
Median length	42
Mean length	17.729658
Min length	5

Characters and Unicode

Total characters	53384
Distinct characters	20
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	63 ?
Unique (%)	2.1%

Sample

1st row	Lunch, Dinner
2nd row	Drinks
3rd row	Lunch, Breakfast
4th row	Breakfast, Lunch, Brunch
5th row	Lunch, Dinner, After-hours, Drinks

Common Values

Value	Count	Frequency (%)
Lunch, Dinner	960	19.2%
Dinner	335	6.7%
Breakfast, Lunch, Dinner	258	5.2%
Lunch, Dinner, After-hours	147	2.9%
Lunch	120	2.4%
Dinner, Lunch	119	2.4%
Lunch, Dinner, Drinks	81	1.6%
Breakfast, Lunch	80	1.6%
Breakfast	63	1.3%
Lunch, Dinner, After-hours, Drinks	52	1.0%
Other values (143)	796	15.9%
(Missing)	1989	39.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dinner	2506	35.1%
lunch	2404	33.6%
breakfast	846	11.8%
drinks	502	7.0%
brunch	475	6.6%
after-hours	416	5.8%

Most occurring characters

Value	Count	Frequency (%)
n	8393	15.7%
r	5161	9.7%
,	4138	7.8%
	4138	7.8%
e	3768	7.1%
u	3295	6.2%
h	3295	6.2%
D	3008	5.6%
i	3008	5.6%
c	2879	5.4%
Other values (10)	12301	23.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	37543	70.3%
Uppercase Letter	7149	13.4%
Other Punctuation	4138	7.8%
Space Separator	4138	7.8%
Dash Punctuation	416	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	8393	22.4%
r	5161	13.7%
e	3768	10.0%
u	3295	8.8%
h	3295	8.8%
i	3008	8.0%
c	2879	7.7%
s	1764	4.7%
a	1692	4.5%
k	1348	3.6%
Other values (3)	2940	7.8%

Uppercase Letter

Value	Count	Frequency (%)
D	3008	42.1%
L	2404	33.6%
B	1321	18.5%
A	416	5.8%

Other Punctuation

Value	Count	Frequency (%)
,	4138	100.0%

Space Separator

Value	Count	Frequency (%)
	4138	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	416	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44692	83.7%
Common	8692	16.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	8393	18.8%
r	5161	11.5%
e	3768	8.4%
u	3295	7.4%
h	3295	7.4%
D	3008	6.7%
i	3008	6.7%
c	2879	6.4%
L	2404	5.4%
s	1764	3.9%
Other values (7)	7717	17.3%

Common

Value	Count	Frequency (%)
,	4138	47.6%
	4138	47.6%
-	416	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	8393	15.7%
r	5161	9.7%
,	4138	7.8%
	4138	7.8%
e	3768	7.1%
u	3295	6.2%
h	3295	6.2%
D	3008	5.6%
i	3008	5.6%
c	2879	5.4%
Other values (10)	12301	23.0%

cuisines
Categorical

HIGH CARDINALITY MISSING

Distinct	1566
Distinct (%)	36.9%
Missing	761
Missing (%)	15.2%
Memory size	78.1 KiB

Italian	257
French	205
Cafe	167
Italian, Pizza	119
Spanish	107
Other values (1561)	3384

Length

Max length	119
Median length	84
Mean length	20.92687
Min length	3

Characters and Unicode

Total characters	88709
Distinct characters	50
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1233 ?
Unique (%)	29.1%

Sample

1st row	Cafe
2nd row	Mediterranean, European, Greek
3rd row	Pizza, Seafood, Mediterranean, Greek, Russian
4th row	Italian, Greek
5th row	Cafe, Fast food

Common Values

Value	Count	Frequency (%)
Italian	257	5.1%
French	205	4.1%
Cafe	167	3.3%
Italian, Pizza	119	2.4%
Spanish	107	2.1%
Bar, British, Pub	72	1.4%
Fast food	68	1.4%
German	67	1.3%
French, European	66	1.3%
Mediterranean, Spanish	62	1.2%
Other values (1556)	3049	61.0%
(Missing)	761	15.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
european	1080	9.8%
italian	1065	9.7%
mediterranean	807	7.4%
bar	512	4.7%
pizza	503	4.6%
french	502	4.6%
cafe	494	4.5%
spanish	444	4.0%
pub	429	3.9%
seafood	369	3.4%
Other values (122)	4764	43.4%

Most occurring characters

Value	Count	Frequency (%)
a	10832	12.2%
e	8052	9.1%
n	7941	9.0%
	6730	7.6%
,	6057	6.8%
r	6045	6.8%
i	5994	6.8%
t	4181	4.7%
o	3455	3.9%
s	2459	2.8%
Other values (40)	26963	30.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64913	73.2%
Uppercase Letter	10839	12.2%
Space Separator	6730	7.6%
Other Punctuation	6058	6.8%
Dash Punctuation	169	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	10832	16.7%
e	8052	12.4%
n	7941	12.2%
r	6045	9.3%
i	5994	9.2%
t	4181	6.4%
o	3455	5.3%
s	2459	3.8%
u	2458	3.8%
l	2251	3.5%
Other values (15)	11245	17.3%

Uppercase Letter

Value	Count	Frequency (%)
I	1535	14.2%
S	1265	11.7%
E	1167	10.8%
P	1095	10.1%
B	1088	10.0%
C	1004	9.3%
M	928	8.6%
F	847	7.8%
A	509	4.7%
G	446	4.1%
Other values (11)	955	8.8%

Other Punctuation

Value	Count	Frequency (%)
,	6057	> 99.9%
&	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	6730	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	169	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	75752	85.4%
Common	12957	14.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	10832	14.3%
e	8052	10.6%
n	7941	10.5%
r	6045	8.0%
i	5994	7.9%
t	4181	5.5%
o	3455	4.6%
s	2459	3.2%
u	2458	3.2%
l	2251	3.0%
Other values (36)	22084	29.2%

Common

Value	Count	Frequency (%)
	6730	51.9%
,	6057	46.7%
-	169	1.3%
&	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	88709	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	10832	12.2%
e	8052	9.1%
n	7941	9.0%
	6730	7.6%
,	6057	6.8%
r	6045	6.8%
i	5994	6.8%
t	4181	4.7%
o	3455	3.9%
s	2459	2.8%
Other values (40)	26963	30.4%

special_diets
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	27
Distinct (%)	1.7%
Missing	3367
Missing (%)	67.3%
Memory size	78.1 KiB

Vegetarian Friendly	757
Vegetarian Friendly, Vegan Options, Gluten Free Options	326
Vegetarian Friendly, Vegan Options	246
Vegetarian Friendly, Gluten Free Options	167
Gluten Free Options	50
Other values (22)	87

Length

Max length	62
Median length	55
Mean length	31.508267
Min length	5

Characters and Unicode

Total characters	51453
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	0.8%

Sample

1st row	Vegetarian Friendly, Vegan Options
2nd row	Vegetarian Friendly
3rd row	Vegetarian Friendly
4th row	Vegetarian Friendly
5th row	Vegetarian Friendly, Vegan Options

Common Values

Value	Count	Frequency (%)
Vegetarian Friendly	757	15.1%
Vegetarian Friendly, Vegan Options, Gluten Free Options	326	6.5%
Vegetarian Friendly, Vegan Options	246	4.9%
Vegetarian Friendly, Gluten Free Options	167	3.3%
Gluten Free Options	50	1.0%
Vegetarian Friendly, Gluten Free Options, Vegan Options	13	0.3%
Gluten Free Options, Vegetarian Friendly	11	0.2%
Vegan Options, Vegetarian Friendly	11	0.2%
Vegetarian Friendly, Halal	10	0.2%
Vegan Options	8	0.2%
Other values (17)	34	0.7%
(Missing)	3367	67.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
vegetarian	1560	25.3%
friendly	1560	25.3%
options	1214	19.7%
vegan	627	10.2%
gluten	587	9.5%
free	587	9.5%
halal	29	0.5%
kosher	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	7071	13.7%
n	5548	10.8%
	4534	8.8%
i	4334	8.4%
a	3805	7.4%
r	3710	7.2%
t	3361	6.5%
l	2205	4.3%
V	2187	4.3%
g	2187	4.3%
Other values (13)	12511	24.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	39579	76.9%
Uppercase Letter	6167	12.0%
Space Separator	4534	8.8%
Other Punctuation	1173	2.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	7071	17.9%
n	5548	14.0%
i	4334	11.0%
a	3805	9.6%
r	3710	9.4%
t	3361	8.5%
l	2205	5.6%
g	2187	5.5%
d	1560	3.9%
y	1560	3.9%
Other values (5)	4238	10.7%

Uppercase Letter

Value	Count	Frequency (%)
V	2187	35.5%
F	2147	34.8%
O	1214	19.7%
G	587	9.5%
H	29	0.5%
K	3	< 0.1%

Space Separator

Value	Count	Frequency (%)
	4534	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1173	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	45746	88.9%
Common	5707	11.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	7071	15.5%
n	5548	12.1%
i	4334	9.5%
a	3805	8.3%
r	3710	8.1%
t	3361	7.3%
l	2205	4.8%
V	2187	4.8%
g	2187	4.8%
F	2147	4.7%
Other values (11)	9191	20.1%

Common

Value	Count	Frequency (%)
	4534	79.4%
,	1173	20.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51453	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	7071	13.7%
n	5548	10.8%
	4534	8.8%
i	4334	8.4%
a	3805	7.4%
r	3710	7.2%
t	3361	6.5%
l	2205	4.3%
V	2187	4.3%
g	2187	4.3%
Other values (13)	12511	24.3%

features
Categorical

HIGH CARDINALITY MISSING

Distinct	637
Distinct (%)	43.2%
Missing	3527
Missing (%)	70.5%
Memory size	78.1 KiB

Reservations	191
Reservations, Seating, Table Service	76
Reservations, Seating, Serves Alcohol, Table Service	40
Reservations, Seating, Wheelchair Accessible, Table Service	32
Reservations, Seating, Wheelchair Accessible, Serves Alcohol, Table Service	30
Other values (632)	1104

Length

Max length	344
Median length	268
Mean length	67.452138
Min length	6

Characters and Unicode

Total characters	99357
Distinct characters	44
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	505 ?
Unique (%)	34.3%

Sample

1st row	Reservations, Outdoor Seating, Seating, Wheelchair Accessible, Serves Alcohol, Full Bar, Accepts Credit Cards, Table Service
2nd row	Reservations, Outdoor Seating, Buffet, Parking Available, Free off-street parking, Television, Highchairs Available, Wheelchair Accessible, Serves Alcohol, Full Bar, Wine and Beer, Free Wifi, Accepts Credit Cards
3rd row	Reservations, Seating, Table Service
4th row	Wheelchair Accessible
5th row	Reservations

Common Values

Value	Count	Frequency (%)
Reservations	191	3.8%
Reservations, Seating, Table Service	76	1.5%
Reservations, Seating, Serves Alcohol, Table Service	40	0.8%
Reservations, Seating, Wheelchair Accessible, Table Service	32	0.6%
Reservations, Seating, Wheelchair Accessible, Serves Alcohol, Table Service	30	0.6%
Takeout	28	0.6%
Wheelchair Accessible	26	0.5%
Seating	22	0.4%
Seating, Table Service	21	0.4%
Takeout, Wheelchair Accessible	21	0.4%
Other values (627)	986	19.7%
(Missing)	3527	70.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
seating	1391	12.1%
reservations	1024	8.9%
table	892	7.8%
service	892	7.8%
wheelchair	666	5.8%
accessible	666	5.8%
serves	612	5.3%
alcohol	612	5.3%
accepts	469	4.1%
takeout	434	3.8%
Other values (46)	3797	33.1%

Most occurring characters

Value	Count	Frequency (%)
e	13191	13.3%
	9982	10.0%
i	7076	7.1%
a	6804	6.8%
r	5628	5.7%
s	5472	5.5%
,	5385	5.4%
l	4981	5.0%
c	4805	4.8%
t	4449	4.5%
Other values (34)	31584	31.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	72698	73.2%
Uppercase Letter	11238	11.3%
Space Separator	9982	10.0%
Other Punctuation	5385	5.4%
Dash Punctuation	54	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13191	18.1%
i	7076	9.7%
a	6804	9.4%
r	5628	7.7%
s	5472	7.5%
l	4981	6.9%
c	4805	6.6%
t	4449	6.1%
o	3522	4.8%
n	3161	4.3%
Other values (12)	13609	18.7%

Uppercase Letter

Value	Count	Frequency (%)
S	2962	26.4%
A	2158	19.2%
T	1413	12.6%
R	1024	9.1%
W	936	8.3%
C	573	5.1%
F	464	4.1%
B	355	3.2%
O	354	3.2%
P	286	2.5%
Other values (9)	713	6.3%

Space Separator

Value	Count	Frequency (%)
	9982	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	5385	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	54	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	83936	84.5%
Common	15421	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13191	15.7%
i	7076	8.4%
a	6804	8.1%
r	5628	6.7%
s	5472	6.5%
l	4981	5.9%
c	4805	5.7%
t	4449	5.3%
o	3522	4.2%
n	3161	3.8%
Other values (31)	24847	29.6%

Common

Value	Count	Frequency (%)
	9982	64.7%
,	5385	34.9%
-	54	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99357	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13191	13.3%
	9982	10.0%
i	7076	7.1%
a	6804	6.8%
r	5628	5.7%
s	5472	5.5%
,	5385	5.4%
l	4981	5.0%
c	4805	4.8%
t	4449	4.5%
Other values (34)	31584	31.8%

vegetarian_friendly
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.9 KiB

False	3440
True	1560

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3440	68.8%
True	1560	31.2%

vegan_options
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.9 KiB

False	4373
True	627

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4373	87.5%
True	627	12.5%

gluten_free
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.9 KiB

False	4413
True	587

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4413	88.3%
True	587	11.7%

original_open_hours
Categorical

HIGH CARDINALITY MISSING

Distinct	2264
Distinct (%)	81.5%
Missing	2222
Missing (%)	44.4%
Memory size	78.1 KiB

{"Mon": ["00:00-23:59"], "Tue": ["00:00-23:59"], "Wed": ["00:00-23:59"], "Thu": ["00:00-23:59"], "Fri": ["00:00-23:59"], "Sat": ["00:00-23:59"], "Sun": ["00:00-23:59"]}	31
{"Mon": ["11:00-23:00"], "Tue": ["11:00-23:00"], "Wed": ["11:00-23:00"], "Thu": ["11:00-23:00"], "Fri": ["11:00-23:00"], "Sat": ["11:00-23:00"], "Sun": ["11:00-23:00"]}	30
{"Mon": ["12:00-23:00"], "Tue": ["12:00-23:00"], "Wed": ["12:00-23:00"], "Thu": ["12:00-23:00"], "Fri": ["12:00-23:00"], "Sat": ["12:00-23:00"], "Sun": ["12:00-23:00"]}	21
{"Mon": ["12:00-22:00"], "Tue": ["12:00-22:00"], "Wed": ["12:00-22:00"], "Thu": ["12:00-22:00"], "Fri": ["12:00-22:00"], "Sat": ["12:00-22:00"], "Sun": ["12:00-22:00"]}	17
{"Mon": ["10:00-22:00"], "Tue": ["10:00-22:00"], "Wed": ["10:00-22:00"], "Thu": ["10:00-22:00"], "Fri": ["10:00-22:00"], "Sat": ["10:00-22:00"], "Sun": ["10:00-22:00"]}	14
Other values (2259)	2665

Length

Max length	273
Median length	260
Mean length	179.72642
Min length	90

Characters and Unicode

Total characters	499280
Distinct characters	34
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2064 ?
Unique (%)	74.3%

Sample

1st row	{"Mon": ["13:30-23:00"], "Tue": ["13:30-23:00"], "Wed": [], "Thu": ["13:30-23:00"], "Fri": ["13:30-23:00"], "Sat": ["13:30-23:00"], "Sun": ["13:30-23:00"]}
2nd row	{"Mon": ["11:00-22:00"], "Tue": ["11:00-22:00"], "Wed": ["11:00-22:00"], "Thu": ["11:00-22:00"], "Fri": ["11:00-22:00"], "Sat": ["11:00-22:00"], "Sun": ["12:00-22:00"]}
3rd row	{"Mon": ["07:00-21:00"], "Tue": ["07:00-21:00"], "Wed": ["07:00-21:00"], "Thu": ["07:00-21:00"], "Fri": ["07:00-22:00"], "Sat": ["07:00-22:00"], "Sun": ["07:00-21:00"]}
4th row	{"Mon": [], "Tue": ["08:30-16:30"], "Wed": ["08:30-16:30"], "Thu": ["08:30-16:30"], "Fri": ["08:30-16:30"], "Sat": ["09:00-15:00"], "Sun": []}
5th row	{"Mon": [], "Tue": [], "Wed": [], "Thu": [], "Fri": ["11:00-13:00", "17:00-20:00"], "Sat": ["11:00-13:00", "17:00-20:00"], "Sun": ["11:00-13:00"]}

Common Values

Value	Count	Frequency (%)
{"Mon": ["00:00-23:59"], "Tue": ["00:00-23:59"], "Wed": ["00:00-23:59"], "Thu": ["00:00-23:59"], "Fri": ["00:00-23:59"], "Sat": ["00:00-23:59"], "Sun": ["00:00-23:59"]}	31	0.6%
{"Mon": ["11:00-23:00"], "Tue": ["11:00-23:00"], "Wed": ["11:00-23:00"], "Thu": ["11:00-23:00"], "Fri": ["11:00-23:00"], "Sat": ["11:00-23:00"], "Sun": ["11:00-23:00"]}	30	0.6%
{"Mon": ["12:00-23:00"], "Tue": ["12:00-23:00"], "Wed": ["12:00-23:00"], "Thu": ["12:00-23:00"], "Fri": ["12:00-23:00"], "Sat": ["12:00-23:00"], "Sun": ["12:00-23:00"]}	21	0.4%
{"Mon": ["12:00-22:00"], "Tue": ["12:00-22:00"], "Wed": ["12:00-22:00"], "Thu": ["12:00-22:00"], "Fri": ["12:00-22:00"], "Sat": ["12:00-22:00"], "Sun": ["12:00-22:00"]}	17	0.3%
{"Mon": ["10:00-22:00"], "Tue": ["10:00-22:00"], "Wed": ["10:00-22:00"], "Thu": ["10:00-22:00"], "Fri": ["10:00-22:00"], "Sat": ["10:00-22:00"], "Sun": ["10:00-22:00"]}	14	0.3%
{"Mon": ["10:00-23:00"], "Tue": ["10:00-23:00"], "Wed": ["10:00-23:00"], "Thu": ["10:00-23:00"], "Fri": ["10:00-23:00"], "Sat": ["10:00-23:00"], "Sun": ["10:00-23:00"]}	12	0.2%
{"Mon": ["11:00-00:00"], "Tue": ["11:00-00:00"], "Wed": ["11:00-00:00"], "Thu": ["11:00-00:00"], "Fri": ["11:00-00:00"], "Sat": ["11:00-00:00"], "Sun": ["11:00-00:00"]}	12	0.2%
{"Mon": ["12:00-00:00"], "Tue": ["12:00-00:00"], "Wed": ["12:00-00:00"], "Thu": ["12:00-00:00"], "Fri": ["12:00-00:00"], "Sat": ["12:00-00:00"], "Sun": ["12:00-00:00"]}	11	0.2%
{"Mon": ["17:00-23:00"], "Tue": ["17:00-23:00"], "Wed": ["17:00-23:00"], "Thu": ["17:00-23:00"], "Fri": ["17:00-23:00"], "Sat": ["17:00-23:00"], "Sun": ["17:00-23:00"]}	10	0.2%
{"Mon": ["11:00-22:00"], "Tue": ["11:00-22:00"], "Wed": ["11:00-22:00"], "Thu": ["11:00-22:00"], "Fri": ["11:00-22:00"], "Sat": ["11:00-22:00"], "Sun": ["11:00-22:00"]}	10	0.2%
Other values (2254)	2610	52.2%
(Missing)	2222	44.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mon	2778	6.5%
tue	2778	6.5%
wed	2778	6.5%
thu	2778	6.5%
fri	2778	6.5%
sat	2778	6.5%
sun	2778	6.5%
	1888	4.4%
12:00-14:30	565	1.3%
12:00-14:00	555	1.3%
Other values (812)	20246	47.4%

Most occurring characters

Value	Count	Frequency (%)
0	87743	17.6%
"	81624	16.3%
:	62178	12.5%
	39922	8.0%
1	28333	5.7%
-	21366	4.3%
,	20476	4.1%
2	19638	3.9%
[	19446	3.9%
]	19446	3.9%
Other values (24)	99108	19.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	170928	34.2%
Other Punctuation	164278	32.9%
Space Separator	39922	8.0%
Lowercase Letter	38892	7.8%
Open Punctuation	22224	4.5%
Close Punctuation	22224	4.5%
Dash Punctuation	21366	4.3%
Uppercase Letter	19446	3.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	87743	51.3%
1	28333	16.6%
2	19638	11.5%
3	15130	8.9%
9	4936	2.9%
8	3580	2.1%
5	3346	2.0%
7	3162	1.8%
4	3140	1.8%
6	1920	1.1%

Lowercase Letter

Value	Count	Frequency (%)
u	8334	21.4%
n	5556	14.3%
e	5556	14.3%
h	2778	7.1%
r	2778	7.1%
i	2778	7.1%
d	2778	7.1%
a	2778	7.1%
t	2778	7.1%
o	2778	7.1%

Uppercase Letter

Value	Count	Frequency (%)
S	5556	28.6%
T	5556	28.6%
F	2778	14.3%
W	2778	14.3%
M	2778	14.3%

Other Punctuation

Value	Count	Frequency (%)
"	81624	49.7%
:	62178	37.8%
,	20476	12.5%

Open Punctuation

Value	Count	Frequency (%)
[	19446	87.5%
{	2778	12.5%

Close Punctuation

Value	Count	Frequency (%)
]	19446	87.5%
}	2778	12.5%

Space Separator

Value	Count	Frequency (%)
	39922	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	21366	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	440942	88.3%
Latin	58338	11.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	87743	19.9%
"	81624	18.5%
:	62178	14.1%
	39922	9.1%
1	28333	6.4%
-	21366	4.8%
,	20476	4.6%
2	19638	4.5%
[	19446	4.4%
]	19446	4.4%
Other values (9)	40770	9.2%

Latin

Value	Count	Frequency (%)
u	8334	14.3%
n	5556	9.5%
S	5556	9.5%
T	5556	9.5%
e	5556	9.5%
h	2778	4.8%
F	2778	4.8%
r	2778	4.8%
i	2778	4.8%
d	2778	4.8%
Other values (5)	13890	23.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	499280	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	87743	17.6%
"	81624	16.3%
:	62178	12.5%
	39922	8.0%
1	28333	5.7%
-	21366	4.3%
,	20476	4.1%
2	19638	3.9%
[	19446	3.9%
]	19446	3.9%
Other values (24)	99108	19.9%

open_days_per_week
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	0.3%
Missing	2222
Missing (%)	44.4%
Infinite	0
Infinite (%)	0.0%
Mean	6.3203744

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	6
median	7
Q3	7
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.97518118
Coefficient of variation (CV)	0.15429168
Kurtosis	6.1820247
Mean	6.3203744
Median Absolute Deviation (MAD)	0
Skewness	-2.1261365
Sum	17558
Variance	0.95097833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
7	1513	30.3%
6	875	17.5%
5	265	5.3%
4	60	1.2%
3	33	0.7%
2	21	0.4%
1	11	0.2%
(Missing)	2222	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	0.2%
2	21	0.4%
3	33	0.7%
4	60	1.2%
5	265	5.3%
6	875	17.5%
7	1513	30.3%

Value	Count	Frequency (%)
7	1513	30.3%
6	875	17.5%
5	265	5.3%
4	60	1.2%
3	33	0.7%
2	21	0.4%
1	11	0.2%

open_hours_per_week
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	366
Distinct (%)	13.2%
Missing	2222
Missing (%)	44.4%
Infinite	0
Infinite (%)	0.0%
Mean	61.676308

Minimum	0
Maximum	167.88333
Zeros	7
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	39
median	58
Q3	81
95-th percentile	112
Maximum	167.88333
Range	167.88333
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	30.357966
Coefficient of variation (CV)	0.49221438
Kurtosis	0.68118495
Mean	61.676308
Median Absolute Deviation (MAD)	20.625
Skewness	0.68444766
Sum	171336.78
Variance	921.60609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	90	1.8%
42	78	1.6%
77	58	1.2%
49	56	1.1%
70	52	1.0%
63	51	1.0%
30	50	1.0%
48	46	0.9%
91	44	0.9%
56	43	0.9%
Other values (356)	2210	44.2%
(Missing)	2222	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.1%
0.25	3	0.1%
1	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
5.25	1	< 0.1%
6	3	0.1%
6.75	1	< 0.1%
7	3	0.1%

Value	Count	Frequency (%)
167.8833333	31	0.6%
161	1	< 0.1%
154	1	< 0.1%
146	1	< 0.1%
145	1	< 0.1%
144	1	< 0.1%
143.9	8	0.2%
141	1	< 0.1%
140.4833333	1	< 0.1%
140	5	0.1%

working_shifts_per_week
Real number (ℝ)

Distinct	14
Distinct (%)	0.5%
Missing	2222
Missing (%)	44.4%
Infinite	0
Infinite (%)	0.0%
Mean	7.6911447

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	6
median	7
Q3	8
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.6057056
Coefficient of variation (CV)	0.33879295
Kurtosis	0.63142103
Mean	7.6911447
Median Absolute Deviation (MAD)	1
Skewness	1.0428765
Sum	21366
Variance	6.7897019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
7	1254	25.1%
6	565	11.3%
14	173	3.5%
12	164	3.3%
5	155	3.1%
11	113	2.3%
10	80	1.6%
9	65	1.3%
8	52	1.0%
13	51	1.0%
Other values (4)	106	2.1%
(Missing)	2222	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	0.2%
2	19	0.4%
3	27	0.5%
4	49	1.0%
5	155	3.1%
6	565	11.3%
7	1254	25.1%
8	52	1.0%
9	65	1.3%
10	80	1.6%

Value	Count	Frequency (%)
14	173	3.5%
13	51	1.0%
12	164	3.3%
11	113	2.3%
10	80	1.6%
9	65	1.3%
8	52	1.0%
7	1254	25.1%
6	565	11.3%
5	155	3.1%

avg_rating
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	0.2%
Missing	419
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	4.0323074

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.72074963
Coefficient of variation (CV)	0.17874372
Kurtosis	2.3800204
Mean	4.0323074
Median Absolute Deviation (MAD)	0.5
Skewness	-1.2419274
Sum	18472
Variance	0.51948002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4.5	1410	28.2%
4	1391	27.8%
3.5	675	13.5%
5	560	11.2%
3	293	5.9%
2.5	128	2.6%
2	64	1.3%
1	33	0.7%
1.5	27	0.5%
(Missing)	419	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	33	0.7%
1.5	27	0.5%
2	64	1.3%
2.5	128	2.6%
3	293	5.9%
3.5	675	13.5%
4	1391	27.8%
4.5	1410	28.2%
5	560	11.2%

Value	Count	Frequency (%)
5	560	11.2%
4.5	1410	28.2%
4	1391	27.8%
3.5	675	13.5%
3	293	5.9%
2.5	128	2.6%
2	64	1.3%
1.5	27	0.5%
1	33	0.7%

total_reviews_count
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	609
Distinct (%)	12.8%
Missing	234
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%
Mean	102.93642

Minimum	0
Maximum	4192
Zeros	185
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	26
Q3	93
95-th percentile	450
Maximum	4192
Range	4192
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	235.67232
Coefficient of variation (CV)	2.289494
Kurtosis	68.751866
Mean	102.93642
Median Absolute Deviation (MAD)	24
Skewness	6.5585197
Sum	490595
Variance	55541.444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	276	5.5%
2	203	4.1%
0	185	3.7%
3	157	3.1%
4	136	2.7%
5	128	2.6%
6	112	2.2%
8	108	2.2%
7	105	2.1%
9	86	1.7%
Other values (599)	3270	65.4%
(Missing)	234	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	185	3.7%
1	276	5.5%
2	203	4.1%
3	157	3.1%
4	136	2.7%
5	128	2.6%
6	112	2.2%
7	105	2.1%
8	108	2.2%
9	86	1.7%

Value	Count	Frequency (%)
4192	1	< 0.1%
3668	1	< 0.1%
3576	1	< 0.1%
3536	1	< 0.1%
2410	1	< 0.1%
2374	1	< 0.1%
2354	1	< 0.1%
2344	1	< 0.1%
2186	1	< 0.1%
2166	1	< 0.1%

default_language
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	416
Missing (%)	8.3%
Memory size	78.1 KiB

English	3215
All languages	1369

Length

Max length	13
Median length	7
Mean length	8.7918848
Min length	7

Characters and Unicode

Total characters	40302
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	English
2nd row	English
3rd row	All languages
4th row	All languages
5th row	All languages

Common Values

Value	Count	Frequency (%)
English	3215	64.3%
All languages	1369	27.4%
(Missing)	416	8.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
english	3215	54.0%
all	1369	23.0%
languages	1369	23.0%

Most occurring characters

Value	Count	Frequency (%)
l	7322	18.2%
g	5953	14.8%
n	4584	11.4%
s	4584	11.4%
E	3215	8.0%
i	3215	8.0%
h	3215	8.0%
a	2738	6.8%
A	1369	3.4%
	1369	3.4%
Other values (2)	2738	6.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	34349	85.2%
Uppercase Letter	4584	11.4%
Space Separator	1369	3.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	7322	21.3%
g	5953	17.3%
n	4584	13.3%
s	4584	13.3%
i	3215	9.4%
h	3215	9.4%
a	2738	8.0%
u	1369	4.0%
e	1369	4.0%

Uppercase Letter

Value	Count	Frequency (%)
E	3215	70.1%
A	1369	29.9%

Space Separator

Value	Count	Frequency (%)
	1369	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38933	96.6%
Common	1369	3.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	7322	18.8%
g	5953	15.3%
n	4584	11.8%
s	4584	11.8%
E	3215	8.3%
i	3215	8.3%
h	3215	8.3%
a	2738	7.0%
A	1369	3.5%
u	1369	3.5%

Common

Value	Count	Frequency (%)
	1369	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40302	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	7322	18.2%
g	5953	14.8%
n	4584	11.4%
s	4584	11.4%
E	3215	8.0%
i	3215	8.0%
h	3215	8.0%
a	2738	6.8%
A	1369	3.4%
	1369	3.4%
Other values (2)	2738	6.8%

reviews_count_in_default_language
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	368
Distinct (%)	8.0%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	44.273997

Minimum	1
Maximum	3031
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	26
95-th percentile	197.85
Maximum	3031
Range	3030
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	142.52562
Coefficient of variation (CV)	3.2191723
Kurtosis	118.34432
Mean	44.273997
Median Absolute Deviation (MAD)	6
Skewness	8.9586004
Sum	202952
Variance	20313.553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	768	15.4%
2	465	9.3%
3	310	6.2%
4	259	5.2%
5	205	4.1%
6	175	3.5%
7	155	3.1%
9	123	2.5%
8	121	2.4%
10	94	1.9%
Other values (358)	1909	38.2%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	768	15.4%
2	465	9.3%
3	310	6.2%
4	259	5.2%
5	205	4.1%
6	175	3.5%
7	155	3.1%
8	121	2.4%
9	123	2.5%
10	94	1.9%

Value	Count	Frequency (%)
3031	1	< 0.1%
2339	1	< 0.1%
2321	1	< 0.1%
2314	1	< 0.1%
1907	1	< 0.1%
1861	1	< 0.1%
1828	1	< 0.1%
1633	1	< 0.1%
1363	1	< 0.1%
1324	1	< 0.1%

excellent
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	271
Distinct (%)	5.9%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	24.195899

Minimum	0
Maximum	1776
Zeros	682
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	13
95-th percentile	105
Maximum	1776
Range	1776
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	84.90881
Coefficient of variation (CV)	3.5092232
Kurtosis	127.45682
Mean	24.195899
Median Absolute Deviation (MAD)	3
Skewness	9.4844159
Sum	110914
Variance	7209.506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	823	16.5%
0	682	13.6%
2	479	9.6%
3	334	6.7%
4	225	4.5%
5	188	3.8%
6	156	3.1%
7	133	2.7%
8	107	2.1%
9	91	1.8%
Other values (261)	1366	27.3%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	682	13.6%
1	823	16.5%
2	479	9.6%
3	334	6.7%
4	225	4.5%
5	188	3.8%
6	156	3.1%
7	133	2.7%
8	107	2.1%
9	91	1.8%

Value	Count	Frequency (%)
1776	1	< 0.1%
1538	1	< 0.1%
1429	1	< 0.1%
1334	1	< 0.1%
1068	1	< 0.1%
1055	1	< 0.1%
1053	1	< 0.1%
1047	1	< 0.1%
1040	1	< 0.1%
883	1	< 0.1%

very_good
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	162
Distinct (%)	3.5%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	10.681719

Minimum	0
Maximum	880
Zeros	1231
Zeros (%)	24.6%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	47
Maximum	880
Range	880
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	35.596732
Coefficient of variation (CV)	3.332491
Kurtosis	160.65248
Mean	10.681719
Median Absolute Deviation (MAD)	2
Skewness	10.18218
Sum	48965
Variance	1267.1273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1231	24.6%
1	928	18.6%
2	498	10.0%
3	299	6.0%
4	228	4.6%
5	171	3.4%
6	123	2.5%
7	99	2.0%
8	72	1.4%
10	62	1.2%
Other values (152)	873	17.5%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1231	24.6%
1	928	18.6%
2	498	10.0%
3	299	6.0%
4	228	4.6%
5	171	3.4%
6	123	2.5%
7	99	2.0%
8	72	1.4%
9	62	1.2%

Value	Count	Frequency (%)
880	1	< 0.1%
694	1	< 0.1%
538	1	< 0.1%
533	1	< 0.1%
498	1	< 0.1%
488	1	< 0.1%
464	1	< 0.1%
328	1	< 0.1%
322	1	< 0.1%
304	1	< 0.1%

average
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	96
Distinct (%)	2.1%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.0811518

Minimum	0
Maximum	321
Zeros	2249
Zeros (%)	45.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	18
Maximum	321
Range	321
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	14.266347
Coefficient of variation (CV)	3.4956668
Kurtosis	127.22659
Mean	4.0811518
Median Absolute Deviation (MAD)	1
Skewness	9.3358744
Sum	18708
Variance	203.52865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2249	45.0%
1	871	17.4%
2	379	7.6%
3	207	4.1%
4	133	2.7%
5	105	2.1%
7	60	1.2%
6	60	1.2%
8	49	1.0%
9	48	1.0%
Other values (86)	423	8.5%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2249	45.0%
1	871	17.4%
2	379	7.6%
3	207	4.1%
4	133	2.7%
5	105	2.1%
6	60	1.2%
7	60	1.2%
8	49	1.0%
9	48	1.0%

Value	Count	Frequency (%)
321	1	< 0.1%
246	1	< 0.1%
212	1	< 0.1%
206	1	< 0.1%
193	1	< 0.1%
171	1	< 0.1%
170	1	< 0.1%
169	1	< 0.1%
160	1	< 0.1%
159	1	< 0.1%

poor
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	73
Distinct (%)	1.6%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.3115183

Minimum	0
Maximum	164
Zeros	2873
Zeros (%)	57.5%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	10
Maximum	164
Range	164
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	8.5215537
Coefficient of variation (CV)	3.6865612
Kurtosis	108.62804
Mean	2.3115183
Median Absolute Deviation (MAD)	0
Skewness	8.8048151
Sum	10596
Variance	72.616878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2873	57.5%
1	706	14.1%
2	273	5.5%
3	150	3.0%
4	107	2.1%
5	70	1.4%
7	50	1.0%
6	41	0.8%
9	40	0.8%
8	29	0.6%
Other values (63)	245	4.9%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2873	57.5%
1	706	14.1%
2	273	5.5%
3	150	3.0%
4	107	2.1%
5	70	1.4%
6	41	0.8%
7	50	1.0%
8	29	0.6%
9	40	0.8%

Value	Count	Frequency (%)
164	1	< 0.1%
160	1	< 0.1%
135	1	< 0.1%
122	1	< 0.1%
105	1	< 0.1%
100	2	< 0.1%
92	1	< 0.1%
89	1	< 0.1%
84	1	< 0.1%
82	1	< 0.1%

terrible
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	85
Distinct (%)	1.9%
Missing	416
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	3.0037086

Minimum	0
Maximum	375
Zeros	2632
Zeros (%)	52.6%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	13
Maximum	375
Range	375
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	11.319618
Coefficient of variation (CV)	3.7685472
Kurtosis	305.64737
Mean	3.0037086
Median Absolute Deviation (MAD)	0
Skewness	13.046438
Sum	13769
Variance	128.13374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2632	52.6%
1	749	15.0%
2	319	6.4%
3	162	3.2%
4	114	2.3%
5	80	1.6%
8	58	1.2%
6	53	1.1%
7	53	1.1%
9	42	0.8%
Other values (75)	322	6.4%
(Missing)	416	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2632	52.6%
1	749	15.0%
2	319	6.4%
3	162	3.2%
4	114	2.3%
5	80	1.6%
6	53	1.1%
7	53	1.1%
8	58	1.2%
9	42	0.8%

Value	Count	Frequency (%)
375	1	< 0.1%
195	1	< 0.1%
165	1	< 0.1%
135	1	< 0.1%
121	1	< 0.1%
118	1	< 0.1%
109	1	< 0.1%
106	1	< 0.1%
105	1	< 0.1%
102	1	< 0.1%

food
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.3%
Missing	2130
Missing (%)	42.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.1027875

Minimum	1.5
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1.5
5-th percentile	3
Q1	4
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	3.5
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.56355495
Coefficient of variation (CV)	0.13735904
Kurtosis	1.4457536
Mean	4.1027875
Median Absolute Deviation (MAD)	0.5
Skewness	-0.94777029
Sum	11775
Variance	0.31759418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4.5	1056	21.1%
4	975	19.5%
3.5	400	8.0%
5	228	4.6%
3	134	2.7%
2.5	58	1.2%
2	15	0.3%
1.5	4	0.1%
(Missing)	2130	42.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	4	0.1%
2	15	0.3%
2.5	58	1.2%
3	134	2.7%
3.5	400	8.0%
4	975	19.5%
4.5	1056	21.1%
5	228	4.6%

Value	Count	Frequency (%)
5	228	4.6%
4.5	1056	21.1%
4	975	19.5%
3.5	400	8.0%
3	134	2.7%
2.5	58	1.2%
2	15	0.3%
1.5	4	0.1%

service
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.3%
Missing	2101
Missing (%)	42.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0572611

Minimum	1.5
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1.5
5-th percentile	3
Q1	3.5
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	3.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.59413822
Coefficient of variation (CV)	0.14643825
Kurtosis	1.0854253
Mean	4.0572611
Median Absolute Deviation (MAD)	0.5
Skewness	-0.83683526
Sum	11762
Variance	0.35300023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	971	19.4%
4.5	949	19.0%
3.5	477	9.5%
5	247	4.9%
3	165	3.3%
2.5	60	1.2%
2	26	0.5%
1.5	4	0.1%
(Missing)	2101	42.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	4	0.1%
2	26	0.5%
2.5	60	1.2%
3	165	3.3%
3.5	477	9.5%
4	971	19.4%
4.5	949	19.0%
5	247	4.9%

Value	Count	Frequency (%)
5	247	4.9%
4.5	949	19.0%
4	971	19.4%
3.5	477	9.5%
3	165	3.3%
2.5	60	1.2%
2	26	0.5%
1.5	4	0.1%

value
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	0.3%
Missing	2115
Missing (%)	42.3%
Infinite	0
Infinite (%)	0.0%
Mean	3.9785095

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	3.5
median	4
Q3	4.5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.57969802
Coefficient of variation (CV)	0.14570733
Kurtosis	1.4521136
Mean	3.9785095
Median Absolute Deviation (MAD)	0.5
Skewness	-0.87407755
Sum	11478
Variance	0.33604979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	1090	21.8%
4.5	829	16.6%
3.5	530	10.6%
3	197	3.9%
5	146	2.9%
2.5	59	1.2%
2	28	0.6%
1.5	4	0.1%
1	2	< 0.1%
(Missing)	2115	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
1.5	4	0.1%
2	28	0.6%
2.5	59	1.2%
3	197	3.9%
3.5	530	10.6%
4	1090	21.8%
4.5	829	16.6%
5	146	2.9%

Value	Count	Frequency (%)
5	146	2.9%
4.5	829	16.6%
4	1090	21.8%
3.5	530	10.6%
3	197	3.9%
2.5	59	1.2%
2	28	0.6%
1.5	4	0.1%
1	2	< 0.1%

atmosphere
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.7%
Missing	3812
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.9343434

Minimum	1.5
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.1 KiB

Quantile statistics

Minimum	1.5
5-th percentile	3
Q1	3.5
median	4
Q3	4.5
95-th percentile	4.5
Maximum	5
Range	3.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.54678257
Coefficient of variation (CV)	0.13897683
Kurtosis	1.0043718
Mean	3.9343434
Median Absolute Deviation (MAD)	0.5
Skewness	-0.75246363
Sum	4674
Variance	0.29897118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	450	9.0%
4.5	325	6.5%
3.5	260	5.2%
3	90	1.8%
5	32	0.6%
2.5	21	0.4%
2	8	0.2%
1.5	2	< 0.1%
(Missing)	3812	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	2	< 0.1%
2	8	0.2%
2.5	21	0.4%
3	90	1.8%
3.5	260	5.2%
4	450	9.0%
4.5	325	6.5%
5	32	0.6%

Value	Count	Frequency (%)
5	32	0.6%
4.5	325	6.5%
4	450	9.0%
3.5	260	5.2%
3	90	1.8%
2.5	21	0.4%
2	8	0.2%
1.5	2	< 0.1%

keywords
Categorical

HIGH CARDINALITY MISSING UNIFORM

Distinct	451
Distinct (%)	100.0%
Missing	4549
Missing (%)	91.0%
Memory size	78.1 KiB

tapas, canarian potatoes, baby squid, food was fantastic, nice restaurant	1
meatballs, burger, salad, duck, potatoes	1
burrata, pork, food and wine, dishes, asparagus	1
steak, chicken wings, prawns, the early bird menu, diner menu	1
burger, shepherd neame, the pub, landlord, dave	1
Other values (446)	446

Length

Max length	96
Median length	73
Mean length	55.002217
Min length	31

Characters and Unicode

Total characters	24806
Distinct characters	29
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	451 ?
Unique (%)	100.0%

Sample

1st row	doughnuts, burger, tim bits, coffee place, great coffee
2nd row	bread, cakes, bakery, cinnamon, dough
3rd row	beef, cakes, brothers who run, stayed here, post office
4th row	curry, daal, poppadoms, rice, prawn puri
5th row	cheese balls, lamb, octopus, lovely food, staying nearby

Common Values

Value	Count	Frequency (%)
tapas, canarian potatoes, baby squid, food was fantastic, nice restaurant	1	< 0.1%
meatballs, burger, salad, duck, potatoes	1	< 0.1%
burrata, pork, food and wine, dishes, asparagus	1	< 0.1%
steak, chicken wings, prawns, the early bird menu, diner menu	1	< 0.1%
burger, shepherd neame, the pub, landlord, dave	1	< 0.1%
mac and cheese, burger, sunday roast, the pub, roaring fire	1	< 0.1%
crispy duck, pancakes, chinese meal, food home, take away	1	< 0.1%
pizza, steak, tuna, prawns, ice cream	1	< 0.1%
homemade chips, pudding, cake, steak, sunday lunch	1	< 0.1%
steak, lamb shoulder, tapas, ribs, nice atmosphere	1	< 0.1%
Other values (441)	441	8.8%
(Missing)	4549	91.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
food	84	2.3%
fish	65	1.8%
steak	64	1.8%
and	58	1.6%
salad	54	1.5%
great	48	1.3%
the	45	1.2%
pub	45	1.2%
bread	45	1.2%
pudding	44	1.2%
Other values (1067)	3081	84.8%

Most occurring characters

Value	Count	Frequency (%)
	3182	12.8%
e	2158	8.7%
a	2115	8.5%
,	1804	7.3%
s	1602	6.5%
r	1307	5.3%
i	1294	5.2%
o	1204	4.9%
t	1194	4.8%
n	1123	4.5%
Other values (19)	7823	31.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19817	79.9%
Space Separator	3182	12.8%
Other Punctuation	1807	7.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2158	10.9%
a	2115	10.7%
s	1602	8.1%
r	1307	6.6%
i	1294	6.5%
o	1204	6.1%
t	1194	6.0%
n	1123	5.7%
c	944	4.8%
l	815	4.1%
Other values (16)	6061	30.6%

Other Punctuation

Value	Count	Frequency (%)
,	1804	99.8%
'	3	0.2%

Space Separator

Value	Count	Frequency (%)
	3182	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19817	79.9%
Common	4989	20.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2158	10.9%
a	2115	10.7%
s	1602	8.1%
r	1307	6.6%
i	1294	6.5%
o	1204	6.1%
t	1194	6.0%
n	1123	5.7%
c	944	4.8%
l	815	4.1%
Other values (16)	6061	30.6%

Common

Value	Count	Frequency (%)
	3182	63.8%
,	1804	36.2%
'	3	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24806	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	3182	12.8%
e	2158	8.7%
a	2115	8.5%
,	1804	7.3%
s	1602	6.5%
r	1307	5.3%
i	1294	5.2%
o	1204	4.9%
t	1194	4.8%
n	1123	4.5%
Other values (19)	7823	31.5%

Auto

Heatmap
Table

	latitude	longitude	open_days_per_week	open_hours_per_week	working_shifts_per_week	avg_rating	total_reviews_count	reviews_count_in_default_language	excellent	very_good	average	poor	terrible	food	service	value	atmosphere	country	claimed	price_level	special_diets	vegetarian_friendly	vegan_options	gluten_free	default_language
latitude	1.000	-0.017	0.078	-0.016	-0.104	-0.026	-0.052	0.104	0.069	0.118	0.112	0.135	0.136	-0.021	0.015	-0.019	0.037	0.596	0.107	0.054	0.076	0.091	0.118	0.129	0.242
longitude	-0.017	1.000	0.016	0.053	-0.009	0.020	-0.089	-0.154	-0.137	-0.140	-0.122	-0.134	-0.173	-0.004	-0.054	-0.027	-0.032	0.632	0.059	0.000	0.082	0.082	0.109	0.132	0.215
open_days_per_week	0.078	0.016	1.000	0.549	0.452	-0.268	0.022	0.103	0.035	0.123	0.177	0.167	0.188	-0.249	-0.224	-0.240	-0.157	0.133	0.091	0.092	0.021	0.031	0.056	0.027	0.115
open_hours_per_week	-0.016	0.053	0.549	1.000	0.017	-0.179	-0.081	0.009	-0.035	0.027	0.097	0.083	0.091	-0.209	-0.176	-0.142	-0.087	0.134	0.112	0.146	0.038	0.095	0.037	0.065	0.000
working_shifts_per_week	-0.104	-0.009	0.452	0.017	1.000	-0.136	0.182	0.029	-0.003	0.072	0.057	0.044	0.050	-0.091	-0.114	-0.134	-0.169	0.141	0.083	0.105	0.060	0.068	0.026	0.065	0.103
avg_rating	-0.026	0.020	-0.268	-0.179	-0.136	1.000	-0.072	-0.016	0.249	-0.117	-0.260	-0.255	-0.381	0.787	0.784	0.738	0.593	0.060	0.229	0.107	0.058	0.279	0.184	0.209	0.162
total_reviews_count	-0.052	-0.089	0.022	-0.081	0.182	-0.072	1.000	0.628	0.591	0.589	0.505	0.462	0.408	0.037	0.006	-0.082	0.039	0.020	0.218	0.092	0.171	0.255	0.329	0.419	0.153
reviews_count_in_default_language	0.104	-0.154	0.103	0.009	0.029	-0.016	0.628	1.000	0.913	0.853	0.745	0.692	0.674	0.056	0.091	0.039	0.110	0.101	0.174	0.052	0.110	0.215	0.342	0.385	0.104
excellent	0.069	-0.137	0.035	-0.035	-0.003	0.249	0.591	0.913	1.000	0.700	0.587	0.561	0.519	0.248	0.276	0.212	0.234	0.091	0.167	0.054	0.126	0.212	0.353	0.400	0.103
very_good	0.118	-0.140	0.123	0.027	0.072	-0.117	0.589	0.853	0.700	1.000	0.687	0.630	0.588	-0.035	-0.004	-0.033	0.051	0.088	0.142	0.050	0.087	0.184	0.303	0.342	0.084
average	0.112	-0.122	0.177	0.097	0.057	-0.260	0.505	0.745	0.587	0.687	1.000	0.660	0.634	-0.192	-0.150	-0.186	-0.045	0.091	0.144	0.056	0.064	0.181	0.274	0.329	0.077
poor	0.135	-0.134	0.167	0.083	0.044	-0.255	0.462	0.692	0.561	0.630	0.660	1.000	0.655	-0.182	-0.163	-0.203	-0.052	0.093	0.142	0.061	0.091	0.182	0.265	0.331	0.078
terrible	0.136	-0.173	0.188	0.091	0.050	-0.381	0.408	0.674	0.519	0.588	0.634	0.655	1.000	-0.254	-0.224	-0.257	-0.105	0.075	0.097	0.066	0.074	0.092	0.133	0.156	0.058
food	-0.021	-0.004	-0.249	-0.209	-0.091	0.787	0.037	0.056	0.248	-0.035	-0.192	-0.182	-0.254	1.000	0.781	0.783	0.580	0.054	0.192	0.144	0.056	0.266	0.200	0.210	0.057
service	0.015	-0.054	-0.224	-0.176	-0.114	0.784	0.006	0.091	0.276	-0.004	-0.150	-0.163	-0.224	0.781	1.000	0.770	0.622	0.078	0.208	0.117	0.033	0.233	0.185	0.202	0.029
value	-0.019	-0.027	-0.240	-0.142	-0.134	0.738	-0.082	0.039	0.212	-0.033	-0.186	-0.203	-0.257	0.783	0.770	1.000	0.517	0.060	0.154	0.145	0.074	0.222	0.165	0.164	0.094
atmosphere	0.037	-0.032	-0.157	-0.087	-0.169	0.593	0.039	0.110	0.234	0.051	-0.045	-0.052	-0.105	0.580	0.622	0.517	1.000	0.008	0.201	0.160	0.000	0.225	0.120	0.200	0.088
country	0.596	0.632	0.133	0.134	0.141	0.060	0.020	0.101	0.091	0.088	0.091	0.093	0.075	0.054	0.078	0.060	0.008	1.000	0.196	0.079	0.089	0.220	0.193	0.246	0.351
claimed	0.107	0.059	0.091	0.112	0.083	0.229	0.218	0.174	0.167	0.142	0.144	0.142	0.097	0.192	0.208	0.154	0.201	0.196	1.000	0.154	0.322	0.341	0.277	0.325	0.187
price_level	0.054	0.000	0.092	0.146	0.105	0.107	0.092	0.052	0.054	0.050	0.056	0.061	0.066	0.144	0.117	0.145	0.160	0.079	0.154	1.000	0.148	0.180	0.113	0.192	0.104
special_diets	0.076	0.082	0.021	0.038	0.060	0.058	0.171	0.110	0.126	0.087	0.064	0.091	0.074	0.056	0.033	0.074	0.000	0.089	0.322	0.148	1.000	0.992	0.992	0.992	0.140
vegetarian_friendly	0.091	0.082	0.031	0.095	0.068	0.279	0.255	0.215	0.212	0.184	0.181	0.182	0.092	0.266	0.233	0.222	0.225	0.220	0.341	0.180	0.992	1.000	0.542	0.464	0.329
vegan_options	0.118	0.109	0.056	0.037	0.026	0.184	0.329	0.342	0.353	0.303	0.274	0.265	0.133	0.200	0.185	0.165	0.120	0.193	0.277	0.113	0.992	0.542	1.000	0.531	0.225
gluten_free	0.129	0.132	0.027	0.065	0.065	0.209	0.419	0.385	0.400	0.342	0.329	0.331	0.156	0.210	0.202	0.164	0.200	0.246	0.325	0.192	0.992	0.464	0.531	1.000	0.225
default_language	0.242	0.215	0.115	0.000	0.103	0.162	0.153	0.104	0.103	0.084	0.077	0.078	0.058	0.057	0.029	0.094	0.088	0.351	0.187	0.104	0.140	0.329	0.225	0.225	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	restaurant_link	restaurant_name	original_location	country	region	province	city	address	latitude	longitude	claimed	awards	popularity_detailed	popularity_generic	top_tags	price_level	price_range	meals	cuisines	special_diets	features	vegetarian_friendly	vegan_options	gluten_free	original_open_hours	open_days_per_week	open_hours_per_week	working_shifts_per_week	avg_rating	total_reviews_count	default_language	reviews_count_in_default_language	excellent	very_good	average	poor	terrible	food	service	value	atmosphere	keywords
548780	g186402-d20259720	The Coffee Bar	["Europe", "United Kingdom (UK)", "England", "West Midlands", "Birmingham"]	England	West Midlands	NaN	Birmingham	The Oasis 110-114 Corporation Street Oasis Market, Birmingham B4 6SX England	51.124720	-2.740000	Unclaimed	NaN	#45 of 99 Coffee & Tea in Birmingham	#810 of 2452 places to eat in Birmingham	Cheap Eats, Cafe	€	€2-€11	NaN	Cafe	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	5.0	7.0	English	7.0	7.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
474556	g790189-d10396421	El Griego	["Europe", "Spain", "Valencian Country", "Province of Alicante", "Costa Blanca", "L'Alfas del Pi", "El Albir"]	Spain	Valencian Country	Province of Alicante	NaN	Carrer Vivaldi, 11 Local 2, 03581 El Albir, L'Alfas del Pi Spain	38.571880	-0.067822	Claimed	Travellers' Choice, Certificate of Excellence 2020, Certificate of Excellence 2019, Certificate of Excellence 2018	#18 of 128 Restaurants in El Albir	#20 of 144 places to eat in El Albir	Mid-range, Mediterranean, European, Greek	€€-€€€	€9-€20	NaN	Mediterranean, European, Greek	Vegetarian Friendly, Vegan Options	NaN	Y	Y	N	{"Mon": ["13:30-23:00"], "Tue": ["13:30-23:00"], "Wed": [], "Thu": ["13:30-23:00"], "Fri": ["13:30-23:00"], "Sat": ["13:30-23:00"], "Sun": ["13:30-23:00"]}	6.0	57.0	6.0	4.5	134.0	English	32.0	16.0	13.0	1.0	2.0	0.0	4.5	4.5	4.5	NaN	NaN
973914	g3236223-d23258847	Restaurant Karavovrisi	["Europe", "Greece", "Crete", "Heraklion Prefecture", "Kaloi Limenes"]	Greece	Crete	Heraklion Prefecture	Kaloi Limenes	Kaloi Limenes, Crete 704 00 Greece	34.931940	24.802190	Unclaimed	NaN	#2 of 2 Restaurants in Kaloi Limenes	#2 of 3 places to eat in Kaloi Limenes	Pizza, Seafood, Mediterranean, Greek	NaN	NaN	NaN	Pizza, Seafood, Mediterranean, Greek, Russian	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	5.0	1.0	All languages	1.0	1.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
958235	g13091931-d13089780	Aroma Cafe-Bar	["Europe", "Greece", "Central Macedonia", "Thessaloniki Region", "Nea Madytos"]	Greece	Central Macedonia	Thessaloniki Region	Nea Madytos	Nea Madytos 57014 Greece	40.628880	23.562120	Claimed	NaN	#3 of 3 Restaurants in Nea Madytos	#3 of 5 places to eat in Nea Madytos	Cheap Eats, Italian, Greek	€	NaN	NaN	Italian, Greek	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	5.0	2.0	All languages	2.0	2.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
834906	g3793652-d14039519	Vanity caffè	["Europe", "Italy", "Sicily", "Province of Enna", "Valguarnera Caropepe"]	Italy	Sicily	Province of Enna	NaN	Via Giuseppe Mazzini 122, 94019 Valguarnera Caropepe, Sicily Italy	37.493034	14.390515	Unclaimed	NaN	#9 of 10 Restaurants in Valguarnera Caropepe	#9 of 10 places to eat in Valguarnera Caropepe	Cheap Eats, Cafe, Fast food	€	NaN	NaN	Cafe, Fast food	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	5.0	2.0	All languages	2.0	2.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
539530	g186356-d13526221	Jaylowz Cafe & Takeaway	["Europe", "United Kingdom (UK)", "England", "Nottinghamshire", "Nottingham"]	England	Nottinghamshire	NaN	Nottingham	Station Road 11 Acorn Centre, Nottingham NG16 4AF England	53.019200	-1.328970	Unclaimed	NaN	#599 of 917 Restaurants in Nottingham	#733 of 1275 places to eat in Nottingham	NaN	NaN	NaN	NaN	NaN	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	5.0	2.0	English	2.0	2.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
34887	g187111-d3423656	Au Moulin a Vent	["Europe", "France", "Bourgogne-Franche-Comte", "Cote d'Or", "Dijon"]	France	Bourgogne-Franche-Comte	Cote d'Or	Dijon	8 Place Francois Rude, 21000, Dijon France	47.322437	5.039159	Unclaimed	NaN	#463 of 497 Restaurants in Dijon	#506 of 586 places to eat in Dijon	Mid-range, French, European	€€-€€€	NaN	Lunch, Dinner	French, European	NaN	Reservations, Outdoor Seating, Seating, Wheelchair Accessible, Serves Alcohol, Full Bar, Accepts Credit Cards, Table Service	N	N	N	NaN	NaN	NaN	NaN	3.0	352.0	English	81.0	5.0	17.0	31.0	15.0	13.0	3.0	3.0	3.0	3.0	NaN
610936	g4922900-d9803410	Old Bush	["Europe", "United Kingdom (UK)", "England", "Staffordshire", "Wombourne"]	England	Staffordshire	NaN	Wombourne	High Street, Wombourne WV5 9DT England	52.536820	-2.180818	Claimed	NaN	#9 of 12 Restaurants in Wombourne	#11 of 15 places to eat in Wombourne	Cheap Eats	€	NaN	Drinks	NaN	NaN	Reservations, Outdoor Seating, Buffet, Parking Available, Free off-street parking, Television, Highchairs Available, Wheelchair Accessible, Serves Alcohol, Full Bar, Wine and Beer, Free Wifi, Accepts Credit Cards	N	N	N	{"Mon": ["11:00-22:00"], "Tue": ["11:00-22:00"], "Wed": ["11:00-22:00"], "Thu": ["11:00-22:00"], "Fri": ["11:00-22:00"], "Sat": ["11:00-22:00"], "Sun": ["12:00-22:00"]}	7.0	76.0	7.0	4.5	10.0	English	10.0	7.0	2.0	0.0	1.0	0.0	NaN	NaN	NaN	NaN	NaN
233754	g187342-d17295079	Fullepavillon	["Europe", "Germany", "Hesse", "Kassel"]	Germany	Hesse	NaN	Kassel	Leipziger Str. 2-4, 34125 Kassel, Hesse Germany	51.314060	9.508180	Unclaimed	NaN	#189 of 298 Restaurants in Kassel	#204 of 397 places to eat in Kassel	Cheap Eats	€	NaN	NaN	NaN	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	4.0	4.0	All languages	4.0	1.0	2.0	1.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
667967	g1080461-d5821803	PTP Trattoria Del Convento	["Europe", "Italy", "Piedmont", "Province of Cuneo", "Barge"]	Italy	Piedmont	Province of Cuneo	NaN	Via Montebracco 63, 12032 Barge Italy	44.699390	7.341670	Unclaimed	NaN	#12 of 15 Restaurants in Barge	#14 of 22 places to eat in Barge	Italian	NaN	NaN	NaN	Italian	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	4.5	4.0	All languages	4.0	2.0	1.0	1.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN

	restaurant_link	restaurant_name	original_location	country	region	province	city	address	latitude	longitude	claimed	awards	popularity_detailed	popularity_generic	top_tags	price_level	price_range	meals	cuisines	special_diets	features	vegetarian_friendly	vegan_options	gluten_free	original_open_hours	open_days_per_week	open_hours_per_week	working_shifts_per_week	avg_rating	total_reviews_count	default_language	reviews_count_in_default_language	excellent	very_good	average	poor	terrible	food	service	value	atmosphere	keywords
194783	g1081277-d8719990	Ddm Grill	["Europe", "Germany", "Hesse", "Maintal"]	Germany	Hesse	NaN	Maintal	Goethestr. 4, 63477 Maintal, Hesse Germany	50.151460	8.810350	Unclaimed	NaN	#14 of 34 Restaurants in Maintal	#14 of 37 places to eat in Maintal	NaN	NaN	NaN	NaN	NaN	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	4.5	7.0	English	1.0	1.0	0.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
250851	g187402-d21319326	Eiscafé Gran Gelato	["Europe", "Germany", "Saxony", "Zwickau"]	Germany	Saxony	NaN	Zwickau	Peter-Breuer-Str. 37, 08056 Zwickau, Saxony Germany	50.718570	12.493380	Unclaimed	NaN	#1 of 1 Dessert Spots in Zwickau	#74 of 154 places to eat in Zwickau	Dessert	NaN	NaN	NaN	NaN	NaN	NaN	N	N	N	{"Mon": ["10:00-19:00"], "Tue": ["10:00-19:00"], "Wed": ["10:00-19:00"], "Thu": ["10:00-19:00"], "Fri": ["10:00-19:00"], "Sat": ["10:00-19:00"], "Sun": ["11:00-19:00"]}	7.0	62.0	7.0	1.0	1.0	All languages	1.0	0.0	0.0	0.0	0.0	1.0	NaN	NaN	NaN	NaN	NaN
944945	g230021-d21184335	Restaurant Mascotte	["Europe", "Belgium", "Flanders", "West Flanders Province", "Knokke-Heist"]	Belgium	Flanders	West Flanders Province	NaN	Zeedijk-Albertstrand 507 Grand Casino Knokke, Knokke-Heist 8300 Belgium	NaN	NaN	Unclaimed	NaN	#102 of 130 Restaurants in Knokke-Heist	#185 of 260 places to eat in Knokke-Heist	French, Belgian, Seafood, International	NaN	NaN	NaN	French, Belgian, Seafood, International, European	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	4.0	1.0	All languages	1.0	0.0	1.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN
933184	g188636-d11325898	Het Rooi	["Europe", "Belgium", "Flanders", "Antwerp Province", "Antwerp"]	Belgium	Flanders	Antwerp Province	NaN	Berchemstadionstraat 73, Antwerp 2600 Belgium	51.188267	4.437908	Claimed	NaN	#466 of 1281 Restaurants in Antwerp	#516 of 1572 places to eat in Antwerp	Mid-range, Belgian, Dutch, European	€€-€€€	NaN	Lunch, Dinner	Belgian, Dutch, European	Vegetarian Friendly	NaN	Y	N	N	{"Mon": ["10:30-22:00"], "Tue": ["10:30-22:00"], "Wed": ["10:30-22:00"], "Thu": ["10:30-22:00"], "Fri": ["10:30-22:00"], "Sat": ["10:30-22:00"], "Sun": ["10:30-22:00"]}	7.0	80.5	7.0	4.0	35.0	English	3.0	1.0	1.0	1.0	0.0	0.0	4.0	4.0	4.0	NaN	NaN
789838	g194813-d2316284	Locanda dei Briganti	["Europe", "Italy", "Tuscany", "Province of Grosseto", "Grosseto", "Marina di Grosseto"]	Italy	Tuscany	Province of Grosseto	NaN	Via della Corvetta 8, 58100 Marina di Grosseto, Grosseto Italy	42.720833	10.999189	Claimed	NaN	#3 of 73 Restaurants in Marina di Grosseto	#4 of 85 places to eat in Marina di Grosseto	Mid-range, Italian, Mediterranean, Barbecue	€€-€€€	€15-€35	NaN	Italian, Mediterranean, Barbecue, Tuscan, Central-Italian	Gluten Free Options	NaN	N	N	Y	{"Mon": [], "Tue": ["19:30-23:30"], "Wed": ["19:30-23:30"], "Thu": ["19:30-23:30"], "Fri": ["19:30-23:30"], "Sat": ["19:30-23:30"], "Sun": ["12:30-14:30"]}	6.0	22.0	6.0	4.5	574.0	English	2.0	0.0	0.0	0.0	1.0	1.0	4.0	4.0	4.0	3.5	NaN
989156	g294454-d14118204	Namaste India	["Europe", "Croatia", "Central Croatia", "Zagreb"]	Croatia	Central Croatia	NaN	Zagreb	Selska Cesta 217, Zagreb 10000 Croatia	45.786804	15.949535	Claimed	Travellers' Choice, Certificate of Excellence 2020	#51 of 756 Restaurants in Zagreb	#57 of 976 places to eat in Zagreb	Mid-range, Indian, Asian, Vegetarian Friendly	€€-€€€	€3-€11	NaN	Indian, Asian	Vegetarian Friendly, Vegan Options, Gluten Free Options	NaN	Y	Y	Y	{"Mon": ["14:00-23:00"], "Tue": ["00:00-23:00"], "Wed": ["00:00-23:00"], "Thu": ["00:00-23:00"], "Fri": ["00:00-23:00"], "Sat": ["00:00-23:00"], "Sun": ["00:00-22:00"]}	7.0	146.0	7.0	4.5	107.0	English	97.0	75.0	12.0	4.0	3.0	3.0	4.5	5.0	4.5	NaN	naan, rice, biryani, lamb, indian restaurant
237465	g187357-d10701337	Happy S Bar	["Europe", "Germany", "Lower Saxony", "Wolfsburg"]	Germany	Lower Saxony	NaN	Wolfsburg	Kaufhof 13, 38440 Wolfsburg, Lower Saxony Germany	52.423560	10.784670	Unclaimed	NaN	NaN	NaN	Cheap Eats, Cafe, Pub, Wine Bar	€	€3-€6	NaN	Cafe, Pub, Wine Bar, Gastropub, Arabic	NaN	NaN	N	N	N	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
93532	g196497-d4337396	L'Original - saveurs d'Asie	["Europe", "France", "Grand Est", "Bas-Rhin", "Obernai"]	France	Grand Est	Bas-Rhin	Obernai	117 rue du General Gouraud, 67210, Obernai France	48.461727	7.477758	Unclaimed	Certificate of Excellence 2019, Certificate of Excellence 2017, Certificate of Excellence 2016, Certificate of Excellence 2015	#14 of 55 Restaurants in Obernai	#14 of 71 places to eat in Obernai	Mid-range, Asian	€€-€€€	NaN	Lunch, Dinner	Asian	NaN	Reservations, Seating, Serves Alcohol, Table Service	N	N	N	{"Mon": ["12:00-14:00", "19:00-22:00"], "Tue": ["12:00-14:00", "19:00-22:00"], "Wed": [], "Thu": ["12:00-14:00", "19:00-22:00"], "Fri": ["12:00-14:00", "19:00-22:00"], "Sat": ["19:00-22:00"], "Sun": ["12:00-14:00", "19:00-22:00"]}	6.0	28.0	11.0	4.5	165.0	English	2.0	2.0	0.0	0.0	0.0	0.0	4.5	4.5	4.0	4.0	NaN
193708	g1063629-d11925695	Schumann`s Genusswerkstatt	["Europe", "Germany", "Saxony", "Pulsnitz"]	Germany	Saxony	NaN	Pulsnitz	Kastanienweg 7, 01896 Pulsnitz, Saxony Germany	51.177643	14.013830	Unclaimed	NaN	#1 of 4 Restaurants in Pulsnitz	#1 of 5 places to eat in Pulsnitz	Mid-range, German, Vegetarian Friendly, Gluten Free Options	€€-€€€	NaN	Lunch, Dinner	German	Vegetarian Friendly, Gluten Free Options	NaN	Y	N	Y	{"Mon": [], "Tue": ["17:00-22:00"], "Wed": ["12:00-22:00"], "Thu": ["12:00-22:00"], "Fri": ["12:00-22:00"], "Sat": ["12:00-23:00"], "Sun": ["11:00-18:00"]}	6.0	53.0	6.0	4.5	53.0	English	2.0	2.0	0.0	0.0	0.0	0.0	4.5	4.5	4.0	NaN	NaN
300903	g1055475-d14193108	Sunn Alm Gerlitzen	["Europe", "Austria", "Austrian Alps", "Carinthia", "Treffen"]	Austria	Austrian Alps	Carinthia	Treffen	Kanzelhöhe, Treffen 9521 Austria	46.681664	13.900064	Claimed	NaN	#9 of 10 Restaurants in Treffen	#10 of 11 places to eat in Treffen	Mid-range, Italian, Austrian, International	€€-€€€	€6-€15	NaN	Italian, Austrian, International, European	NaN	Reservations	N	N	N	NaN	NaN	NaN	NaN	4.0	9.0	English	2.0	0.0	2.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Final Punctuation

Modifier Symbol

Math Symbol

Initial Punctuation

Other Symbol

Space Separator

Dash Punctuation

Open Punctuation

Close Punctuation

Nonspacing Mark

Currency Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Greek

Cyrillic

Inherited

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Cyrillic

Diacriticals

Currency Symbols

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Close Punctuation

Open Punctuation

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator